In this project, you'll use generative adversarial networks to generate new images of faces.
You'll be using two datasets in this project:
Since the celebA dataset is complex and you're doing GANs in a project for the first time, we want you to test your neural network on MNIST before CelebA. Running the GANs on MNIST will allow you to see how well your model trains sooner.
If you're using FloydHub, set data_dir to "/input" and use the FloydHub data ID "R5KrjnANiKVhLWAkpXhNBe".
#data_dir = './data'
# FloydHub - Use with data ID "R5KrjnANiKVhLWAkpXhNBe"
data_dir = '/input'
"""
DON'T MODIFY ANYTHING IN THIS CELL
"""
import helper
helper.download_extract('mnist', data_dir)
helper.download_extract('celeba', data_dir)
Found mnist Data Found celeba Data
show_n_images = 25
"""
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"""
%matplotlib inline
import os
from glob import glob
from matplotlib import pyplot
mnist_images = helper.get_batch(glob(os.path.join(data_dir, 'mnist/*.jpg'))[:show_n_images], 28, 28, 'L')
pyplot.imshow(helper.images_square_grid(mnist_images, 'L'), cmap='gray')
<matplotlib.image.AxesImage at 0x7f865c56c080>
The CelebFaces Attributes Dataset (CelebA) dataset contains over 200,000 celebrity images with annotations. Since you're going to be generating faces, you won't need the annotations. You can view the first number of examples by changing show_n_images.
show_n_images = 25
"""
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"""
mnist_images = helper.get_batch(glob(os.path.join(data_dir, 'img_align_celeba/*.jpg'))[:show_n_images], 28, 28, 'RGB')
pyplot.imshow(helper.images_square_grid(mnist_images, 'RGB'))
<matplotlib.image.AxesImage at 0x7f865c466128>
Since the project's main focus is on building the GANs, we'll preprocess the data for you. The values of the MNIST and CelebA dataset will be in the range of -0.5 to 0.5 of 28x28 dimensional images. The CelebA images will be cropped to remove parts of the image that don't include a face, then resized down to 28x28.
The MNIST images are black and white images with a single color channel while the CelebA images have 3 color channels (RGB color channel).
You'll build the components necessary to build a GANs by implementing the following functions below:
model_inputsdiscriminatorgeneratormodel_lossmodel_opttrainThis will check to make sure you have the correct version of TensorFlow and access to a GPU
"""
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"""
from distutils.version import LooseVersion
import warnings
import tensorflow as tf
# Check TensorFlow Version
assert LooseVersion(tf.__version__) >= LooseVersion('1.0'), 'Please use TensorFlow version 1.0 or newer. You are using {}'.format(tf.__version__)
print('TensorFlow Version: {}'.format(tf.__version__))
# Check for a GPU
if not tf.test.gpu_device_name():
warnings.warn('No GPU found. Please use a GPU to train your neural network.')
else:
print('Default GPU Device: {}'.format(tf.test.gpu_device_name()))
TensorFlow Version: 1.1.0 Default GPU Device: /gpu:0
Implement the model_inputs function to create TF Placeholders for the Neural Network. It should create the following placeholders:
image_width, image_height, and image_channels.z_dim.Return the placeholders in the following the tuple (tensor of real input images, tensor of z data)
import problem_unittests as tests
def model_inputs(image_width, image_height, image_channels, z_dim):
"""
Create the model inputs
:param image_width: The input image width
:param image_height: The input image height
:param image_channels: The number of image channels
:param z_dim: The dimension of Z
:return: Tuple of (tensor of real input images, tensor of z data, learning rate)
"""
# TODO: Implement Function
input_real = tf.placeholder(tf.float32, [None, image_width, image_height, image_channels], name='input_real')
input_z = tf.placeholder(tf.float32, [None, z_dim], name='input_z')
learning_rate = tf.placeholder(tf.float32, None, name='learning_rate')
return input_real, input_z, learning_rate
"""
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"""
tests.test_model_inputs(model_inputs)
Tests Passed
Implement discriminator to create a discriminator neural network that discriminates on images. This function should be able to reuse the variables in the neural network. Use tf.variable_scope with a scope name of "discriminator" to allow the variables to be reused. The function should return a tuple of (tensor output of the discriminator, tensor logits of the discriminator).
def discriminator(images, reuse=False, alpha=0.2):
"""
Create the discriminator network
:param images: Tensor of input image(s)
:param reuse: Boolean if the weights should be reused
:return: Tuple of (tensor output of the discriminator, tensor logits of the discriminator)
"""
# TODO: Implement Function
with tf.variable_scope('discriminator', reuse=reuse):
x = tf.layers.conv2d(inputs=images, filters=64, kernel_size=5, strides=2, padding='same')
x = tf.maximum(alpha * x, x)
def conv_layer(inputs, filters, kernel_size=5, strides=2, padding='same'):
conv_layer = tf.layers.conv2d(inputs=inputs, filters=filters, kernel_size=kernel_size,
strides=strides, padding=padding)
conv_layer = tf.layers.batch_normalization(inputs=conv_layer, training=True)
conv_layer = tf.maximum(alpha * conv_layer, conv_layer)
conv_layer = tf.nn.dropout(x=conv_layer, keep_prob=0.50)
return conv_layer
conv_layer1 = conv_layer(inputs=x, filters=128)
conv_layer2 = conv_layer(inputs=conv_layer1, filters=256)
conv_layer3 = conv_layer(inputs=conv_layer2, filters=512)
conv_layer3_volume = conv_layer3.get_shape().as_list()[1] * conv_layer3.get_shape().as_list()[2] * conv_layer3.get_shape().as_list()[3]
conv_layer3_flattened = tf.reshape(conv_layer3, [-1, conv_layer3_volume])
logits = tf.layers.dense(inputs=conv_layer3_flattened, units=1)
out = tf.sigmoid(x=logits)
return out, logits
"""
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"""
tests.test_discriminator(discriminator, tf)
Tests Passed
Implement generator to generate an image using z. This function should be able to reuse the variables in the neural network. Use tf.variable_scope with a scope name of "generator" to allow the variables to be reused. The function should return the generated 28 x 28 x out_channel_dim images.
def generator(z, out_channel_dim, is_train=True, alpha=0.2):
"""
Create the generator network
:param z: Input z
:param out_channel_dim: The number of channels in the output image
:param is_train: Boolean if generator is being used for training
:return: The tensor output of the generator
"""
# TODO: Implement Function
with tf.variable_scope('generator', reuse=not is_train):
x = tf.layers.dense(inputs=z, units=7*7*1024)
x = tf.reshape(x, shape=[-1, 7, 7, 1024])
x = tf.layers.batch_normalization(inputs=x, training=is_train)
x = tf.maximum(alpha * x, x)
def conv2d_transpose(inputs, filters, kernel_size=5, strides=2, padding='same', normalize=True):
conv_layer_transpose = tf.layers.conv2d_transpose(inputs=inputs, filters=filters, kernel_size=kernel_size,
strides=strides, padding=padding)
if normalize:
conv_layer_transpose = tf.layers.batch_normalization(inputs=conv_layer_transpose, training=is_train)
conv_layer_transpose = tf.maximum(alpha * conv_layer_transpose, conv_layer_transpose)
return conv_layer_transpose
conv_layer_transpose1 = conv2d_transpose(inputs=x, filters=512)
conv_layer_transpose2 = conv2d_transpose(inputs=conv_layer_transpose1, filters=256)
conv_layer_transpose3 = conv2d_transpose(inputs=conv_layer_transpose2, filters=128, strides=(1, 1))
logits = conv2d_transpose(inputs=conv_layer_transpose3, filters=out_channel_dim, strides=(1, 1),
normalize=False)
out = tf.tanh(x=logits) * 0.50
return out
"""
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"""
tests.test_generator(generator, tf)
Tests Passed
Implement model_loss to build the GANs for training and calculate the loss. The function should return a tuple of (discriminator loss, generator loss). Use the following functions you implemented:
discriminator(images, reuse=False)generator(z, out_channel_dim, is_train=True)def model_loss(input_real, input_z, out_channel_dim):
"""
Get the loss for the discriminator and generator
:param input_real: Images from the real dataset
:param input_z: Z input
:param out_channel_dim: The number of channels in the output image
:return: A tuple of (discriminator loss, generator loss)
"""
# TODO: Implement Function
g_model = generator(z=input_z, out_channel_dim=out_channel_dim)
d_model_real, d_logits_real = discriminator(images=input_real)
d_model_fake, d_logits_fake = discriminator(images=g_model, reuse=True)
g_loss = tf.reduce_mean(
tf.nn.sigmoid_cross_entropy_with_logits(logits=d_logits_fake,
labels=tf.ones_like(d_model_fake)))
d_loss_real = tf.reduce_mean(
tf.nn.sigmoid_cross_entropy_with_logits(logits=d_logits_real,
labels=tf.ones_like(d_model_real)))
d_loss_fake = tf.reduce_mean(
tf.nn.sigmoid_cross_entropy_with_logits(logits=d_logits_fake,
labels=tf.zeros_like(d_model_fake)))
d_loss = d_loss_real + d_loss_fake
return d_loss, g_loss
"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
tests.test_model_loss(model_loss)
Tests Passed
Implement model_opt to create the optimization operations for the GANs. Use tf.trainable_variables to get all the trainable variables. Filter the variables with names that are in the discriminator and generator scope names. The function should return a tuple of (discriminator training operation, generator training operation).
def model_opt(d_loss, g_loss, learning_rate, beta1):
"""
Get optimization operations
:param d_loss: Discriminator loss Tensor
:param g_loss: Generator loss Tensor
:param learning_rate: Learning Rate Placeholder
:param beta1: The exponential decay rate for the 1st moment in the optimizer
:return: A tuple of (discriminator training operation, generator training operation)
"""
# TODO: Implement Function
trainable_vars = tf.trainable_variables()
d_vars = [var for var in trainable_vars if var.name.startswith('discriminator')]
g_vars = [var for var in trainable_vars if var.name.startswith('generator')]
with tf.control_dependencies(tf.get_collection(tf.GraphKeys.UPDATE_OPS)):
d_train_op = tf.train.AdamOptimizer(learning_rate=learning_rate, beta1=beta1).minimize(d_loss, var_list=d_vars)
g_train_op = tf.train.AdamOptimizer(learning_rate=learning_rate, beta1=beta1).minimize(g_loss, var_list=g_vars)
return d_train_op, g_train_op
"""
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"""
tests.test_model_opt(model_opt, tf)
Tests Passed
"""
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"""
import numpy as np
def show_generator_output(sess, n_images, input_z, out_channel_dim, image_mode):
"""
Show example output for the generator
:param sess: TensorFlow session
:param n_images: Number of Images to display
:param input_z: Input Z Tensor
:param out_channel_dim: The number of channels in the output image
:param image_mode: The mode to use for images ("RGB" or "L")
"""
cmap = None if image_mode == 'RGB' else 'gray'
z_dim = input_z.get_shape().as_list()[-1]
example_z = np.random.uniform(-1, 1, size=[n_images, z_dim])
samples = sess.run(
generator(input_z, out_channel_dim, False),
feed_dict={input_z: example_z})
images_grid = helper.images_square_grid(samples, image_mode)
pyplot.imshow(images_grid, cmap=cmap)
pyplot.show()
Implement train to build and train the GANs. Use the following functions you implemented:
model_inputs(image_width, image_height, image_channels, z_dim)model_loss(input_real, input_z, out_channel_dim)model_opt(d_loss, g_loss, learning_rate, beta1)Use the show_generator_output to show generator output while you train. Running show_generator_output for every batch will drastically increase training time and increase the size of the notebook. It's recommended to print the generator output every 100 batches.
def train(epoch_count, batch_size, z_dim, learning_rate, beta1, get_batches, data_shape, data_image_mode):
"""
Train the GAN
:param epoch_count: Number of epochs
:param batch_size: Batch Size
:param z_dim: Z dimension
:param learning_rate: Learning Rate
:param beta1: The exponential decay rate for the 1st moment in the optimizer
:param get_batches: Function to get batches
:param data_shape: Shape of the data
:param data_image_mode: The image mode to use for images ("RGB" or "L")
"""
# TODO: Build Model
image_width = data_shape[1]
image_height = data_shape[2]
out_channel_dim = data_shape[3]
input_real, input_z, learning_rate_p = model_inputs(image_width=image_width, image_height=image_height,
image_channels=out_channel_dim, z_dim=z_dim)
d_loss, g_loss = model_loss(input_real=input_real, input_z=input_z, out_channel_dim=out_channel_dim)
d_train_opt, g_train_opt = model_opt(d_loss=d_loss, g_loss=g_loss, learning_rate=learning_rate, beta1=beta1)
step = 0
with tf.Session() as sess:
sess.run(tf.global_variables_initializer())
for epoch_i in range(epoch_count):
for batch_images in get_batches(batch_size):
# TODO: Train Model
step += 1
batch_z = np.random.uniform(-0.5, 0.5, size=[batch_size, z_dim])
_ = sess.run(d_train_opt,
feed_dict={input_real: batch_images, input_z: batch_z, learning_rate_p: learning_rate})
_ = sess.run(g_train_opt, feed_dict={input_real: batch_images, input_z: batch_z,
learning_rate_p: learning_rate})
train_loss_d = sess.run(d_loss, feed_dict={input_real: batch_images, input_z: batch_z})
train_loss_g = sess.run(g_loss, feed_dict={input_z: batch_z})
print("Epoch {}/{}".format(epoch_i + 1, epoch_count),
"Discriminator loss: {:.4f}".format(train_loss_d),
"Generator loss: {:.4f}".format(train_loss_g))
if step == 1 or step % 20 == 0:
show_generator_output(sess=sess, n_images=25, input_z=input_z,
out_channel_dim=out_channel_dim, image_mode=data_image_mode)
Test your GANs architecture on MNIST. After 2 epochs, the GANs should be able to generate images that look like handwritten digits. Make sure the loss of the generator is lower than the loss of the discriminator or close to 0.
batch_size = 128
z_dim = 100
learning_rate = .0002
beta1 = .5
"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
epochs = 2
mnist_dataset = helper.Dataset('mnist', glob(os.path.join(data_dir, 'mnist/*.jpg')))
with tf.Graph().as_default():
train(epochs, batch_size, z_dim, learning_rate, beta1, mnist_dataset.get_batches,
mnist_dataset.shape, mnist_dataset.image_mode)
Epoch 1/2 Discriminator loss: 1.2381 Generator loss: 0.6691
Epoch 1/2 Discriminator loss: 0.2492 Generator loss: 3.1882 Epoch 1/2 Discriminator loss: 0.0661 Generator loss: 5.1176 Epoch 1/2 Discriminator loss: 0.0645 Generator loss: 4.0276 Epoch 1/2 Discriminator loss: 0.0286 Generator loss: 5.0836 Epoch 1/2 Discriminator loss: 0.0108 Generator loss: 6.5405 Epoch 1/2 Discriminator loss: 0.0053 Generator loss: 6.8311 Epoch 1/2 Discriminator loss: 0.0440 Generator loss: 4.1918 Epoch 1/2 Discriminator loss: 0.0444 Generator loss: 4.4503 Epoch 1/2 Discriminator loss: 0.0152 Generator loss: 5.8177 Epoch 1/2 Discriminator loss: 0.0197 Generator loss: 5.9252 Epoch 1/2 Discriminator loss: 0.0301 Generator loss: 5.3568 Epoch 1/2 Discriminator loss: 0.0274 Generator loss: 5.0763 Epoch 1/2 Discriminator loss: 0.0998 Generator loss: 3.8760 Epoch 1/2 Discriminator loss: 0.0506 Generator loss: 7.7917 Epoch 1/2 Discriminator loss: 0.0736 Generator loss: 5.5667 Epoch 1/2 Discriminator loss: 0.1548 Generator loss: 3.2486 Epoch 1/2 Discriminator loss: 0.1977 Generator loss: 10.9933 Epoch 1/2 Discriminator loss: 0.0945 Generator loss: 4.1111 Epoch 1/2 Discriminator loss: 0.9551 Generator loss: 1.1670
Epoch 1/2 Discriminator loss: 1.5131 Generator loss: 16.4468 Epoch 1/2 Discriminator loss: 0.1269 Generator loss: 8.8374 Epoch 1/2 Discriminator loss: 4.0892 Generator loss: 0.9236 Epoch 1/2 Discriminator loss: 0.1595 Generator loss: 5.4472 Epoch 1/2 Discriminator loss: 1.6724 Generator loss: 2.9059 Epoch 1/2 Discriminator loss: 1.9217 Generator loss: 0.4889 Epoch 1/2 Discriminator loss: 1.8016 Generator loss: 10.5750 Epoch 1/2 Discriminator loss: 0.5429 Generator loss: 2.3942 Epoch 1/2 Discriminator loss: 2.3604 Generator loss: 2.2385 Epoch 1/2 Discriminator loss: 0.8042 Generator loss: 6.0856 Epoch 1/2 Discriminator loss: 1.3968 Generator loss: 2.6482 Epoch 1/2 Discriminator loss: 1.5982 Generator loss: 2.2070 Epoch 1/2 Discriminator loss: 1.5092 Generator loss: 1.7378 Epoch 1/2 Discriminator loss: 0.8052 Generator loss: 2.9875 Epoch 1/2 Discriminator loss: 0.5400 Generator loss: 2.1810 Epoch 1/2 Discriminator loss: 0.4807 Generator loss: 2.5932 Epoch 1/2 Discriminator loss: 0.6519 Generator loss: 2.8995 Epoch 1/2 Discriminator loss: 4.0717 Generator loss: 0.1662 Epoch 1/2 Discriminator loss: 6.3190 Generator loss: 10.3012 Epoch 1/2 Discriminator loss: 1.2158 Generator loss: 0.9179
Epoch 1/2 Discriminator loss: 2.0246 Generator loss: 0.5189 Epoch 1/2 Discriminator loss: 2.2147 Generator loss: 5.0791 Epoch 1/2 Discriminator loss: 3.0459 Generator loss: 0.2058 Epoch 1/2 Discriminator loss: 2.2342 Generator loss: 5.8493 Epoch 1/2 Discriminator loss: 1.0123 Generator loss: 2.3763 Epoch 1/2 Discriminator loss: 1.4389 Generator loss: 1.6461 Epoch 1/2 Discriminator loss: 1.2277 Generator loss: 4.4066 Epoch 1/2 Discriminator loss: 2.4671 Generator loss: 0.4705 Epoch 1/2 Discriminator loss: 2.3177 Generator loss: 2.1541 Epoch 1/2 Discriminator loss: 1.4624 Generator loss: 0.9856 Epoch 1/2 Discriminator loss: 3.1602 Generator loss: 0.2068 Epoch 1/2 Discriminator loss: 2.3706 Generator loss: 8.1830 Epoch 1/2 Discriminator loss: 0.5193 Generator loss: 4.7862 Epoch 1/2 Discriminator loss: 2.1419 Generator loss: 0.4233 Epoch 1/2 Discriminator loss: 1.3492 Generator loss: 1.2947 Epoch 1/2 Discriminator loss: 3.0735 Generator loss: 0.5674 Epoch 1/2 Discriminator loss: 2.8521 Generator loss: 1.4933 Epoch 1/2 Discriminator loss: 2.4502 Generator loss: 0.4756 Epoch 1/2 Discriminator loss: 2.3372 Generator loss: 0.7709 Epoch 1/2 Discriminator loss: 2.5739 Generator loss: 0.7713
Epoch 1/2 Discriminator loss: 1.5830 Generator loss: 2.4182 Epoch 1/2 Discriminator loss: 0.8396 Generator loss: 1.3273 Epoch 1/2 Discriminator loss: 0.8190 Generator loss: 1.3856 Epoch 1/2 Discriminator loss: 1.3070 Generator loss: 0.9180 Epoch 1/2 Discriminator loss: 1.4863 Generator loss: 1.2462 Epoch 1/2 Discriminator loss: 2.0782 Generator loss: 0.7163 Epoch 1/2 Discriminator loss: 2.3383 Generator loss: 0.5497 Epoch 1/2 Discriminator loss: 2.1272 Generator loss: 1.0293 Epoch 1/2 Discriminator loss: 1.5756 Generator loss: 1.2953 Epoch 1/2 Discriminator loss: 1.0672 Generator loss: 1.1706 Epoch 1/2 Discriminator loss: 1.0290 Generator loss: 1.3580 Epoch 1/2 Discriminator loss: 0.9603 Generator loss: 1.6913 Epoch 1/2 Discriminator loss: 0.9493 Generator loss: 1.9463 Epoch 1/2 Discriminator loss: 0.8733 Generator loss: 1.5617 Epoch 1/2 Discriminator loss: 1.1289 Generator loss: 1.1477 Epoch 1/2 Discriminator loss: 1.1127 Generator loss: 1.5715 Epoch 1/2 Discriminator loss: 1.2803 Generator loss: 1.0267 Epoch 1/2 Discriminator loss: 1.2626 Generator loss: 1.2043 Epoch 1/2 Discriminator loss: 1.2843 Generator loss: 1.2322 Epoch 1/2 Discriminator loss: 1.5654 Generator loss: 0.8654
Epoch 1/2 Discriminator loss: 1.7417 Generator loss: 1.4343 Epoch 1/2 Discriminator loss: 1.7298 Generator loss: 0.7891 Epoch 1/2 Discriminator loss: 1.3896 Generator loss: 1.0237 Epoch 1/2 Discriminator loss: 1.2844 Generator loss: 1.4120 Epoch 1/2 Discriminator loss: 1.1839 Generator loss: 1.1181 Epoch 1/2 Discriminator loss: 0.9225 Generator loss: 1.0853 Epoch 1/2 Discriminator loss: 1.1083 Generator loss: 1.4313 Epoch 1/2 Discriminator loss: 1.3122 Generator loss: 1.0522 Epoch 1/2 Discriminator loss: 1.4596 Generator loss: 1.0183 Epoch 1/2 Discriminator loss: 1.6910 Generator loss: 0.9127 Epoch 1/2 Discriminator loss: 1.9352 Generator loss: 0.5822 Epoch 1/2 Discriminator loss: 1.6599 Generator loss: 0.9306 Epoch 1/2 Discriminator loss: 1.4136 Generator loss: 1.1117 Epoch 1/2 Discriminator loss: 1.2210 Generator loss: 1.0785 Epoch 1/2 Discriminator loss: 1.1855 Generator loss: 1.1589 Epoch 1/2 Discriminator loss: 1.0622 Generator loss: 1.4053 Epoch 1/2 Discriminator loss: 1.2091 Generator loss: 0.8771 Epoch 1/2 Discriminator loss: 1.1616 Generator loss: 1.4110 Epoch 1/2 Discriminator loss: 1.3725 Generator loss: 0.9773 Epoch 1/2 Discriminator loss: 1.2037 Generator loss: 1.4861
Epoch 1/2 Discriminator loss: 1.4595 Generator loss: 0.8326 Epoch 1/2 Discriminator loss: 1.1280 Generator loss: 1.3149 Epoch 1/2 Discriminator loss: 1.3063 Generator loss: 0.8493 Epoch 1/2 Discriminator loss: 1.3208 Generator loss: 0.9522 Epoch 1/2 Discriminator loss: 1.3501 Generator loss: 1.1809 Epoch 1/2 Discriminator loss: 1.7081 Generator loss: 0.5937 Epoch 1/2 Discriminator loss: 1.6197 Generator loss: 1.0076 Epoch 1/2 Discriminator loss: 1.5133 Generator loss: 0.8211 Epoch 1/2 Discriminator loss: 1.1820 Generator loss: 1.7606 Epoch 1/2 Discriminator loss: 1.0942 Generator loss: 0.9895 Epoch 1/2 Discriminator loss: 0.9109 Generator loss: 1.4454 Epoch 1/2 Discriminator loss: 1.1610 Generator loss: 1.1056 Epoch 1/2 Discriminator loss: 1.6195 Generator loss: 0.6451 Epoch 1/2 Discriminator loss: 2.0098 Generator loss: 0.8382 Epoch 1/2 Discriminator loss: 1.7901 Generator loss: 0.5377 Epoch 1/2 Discriminator loss: 1.4218 Generator loss: 1.3532 Epoch 1/2 Discriminator loss: 1.6505 Generator loss: 0.5672 Epoch 1/2 Discriminator loss: 1.1516 Generator loss: 1.4015 Epoch 1/2 Discriminator loss: 1.2445 Generator loss: 1.5426 Epoch 1/2 Discriminator loss: 1.6369 Generator loss: 0.5188
Epoch 1/2 Discriminator loss: 1.6114 Generator loss: 1.4818 Epoch 1/2 Discriminator loss: 1.7663 Generator loss: 0.5850 Epoch 1/2 Discriminator loss: 1.6108 Generator loss: 1.2980 Epoch 1/2 Discriminator loss: 1.3391 Generator loss: 0.6566 Epoch 1/2 Discriminator loss: 1.2086 Generator loss: 1.2022 Epoch 1/2 Discriminator loss: 1.2790 Generator loss: 0.7589 Epoch 1/2 Discriminator loss: 1.3082 Generator loss: 1.1262 Epoch 1/2 Discriminator loss: 1.4288 Generator loss: 0.9839 Epoch 1/2 Discriminator loss: 1.3517 Generator loss: 1.0240 Epoch 1/2 Discriminator loss: 1.4186 Generator loss: 1.2419 Epoch 1/2 Discriminator loss: 1.2307 Generator loss: 0.9995 Epoch 1/2 Discriminator loss: 1.2529 Generator loss: 1.0796 Epoch 1/2 Discriminator loss: 1.2301 Generator loss: 1.0574 Epoch 1/2 Discriminator loss: 1.7384 Generator loss: 0.6881 Epoch 1/2 Discriminator loss: 2.0104 Generator loss: 0.8236 Epoch 1/2 Discriminator loss: 1.6319 Generator loss: 0.9786 Epoch 1/2 Discriminator loss: 1.4991 Generator loss: 0.7678 Epoch 1/2 Discriminator loss: 1.1550 Generator loss: 1.2666 Epoch 1/2 Discriminator loss: 1.4403 Generator loss: 0.9662 Epoch 1/2 Discriminator loss: 1.7362 Generator loss: 0.8426
Epoch 1/2 Discriminator loss: 1.5959 Generator loss: 0.8019 Epoch 1/2 Discriminator loss: 1.4225 Generator loss: 0.9027 Epoch 1/2 Discriminator loss: 1.5350 Generator loss: 0.7002 Epoch 1/2 Discriminator loss: 1.6254 Generator loss: 0.8284 Epoch 1/2 Discriminator loss: 1.3775 Generator loss: 0.8257 Epoch 1/2 Discriminator loss: 1.4931 Generator loss: 1.1008 Epoch 1/2 Discriminator loss: 1.1051 Generator loss: 1.0400 Epoch 1/2 Discriminator loss: 1.3005 Generator loss: 0.9340 Epoch 1/2 Discriminator loss: 1.0911 Generator loss: 1.0901 Epoch 1/2 Discriminator loss: 1.2731 Generator loss: 1.0384 Epoch 1/2 Discriminator loss: 1.6505 Generator loss: 0.8545 Epoch 1/2 Discriminator loss: 1.7372 Generator loss: 0.6294 Epoch 1/2 Discriminator loss: 1.4518 Generator loss: 0.9216 Epoch 1/2 Discriminator loss: 1.3230 Generator loss: 1.0553 Epoch 1/2 Discriminator loss: 1.2141 Generator loss: 0.9356 Epoch 1/2 Discriminator loss: 1.1801 Generator loss: 1.0056 Epoch 1/2 Discriminator loss: 1.2636 Generator loss: 1.1818 Epoch 1/2 Discriminator loss: 1.0468 Generator loss: 1.0196 Epoch 1/2 Discriminator loss: 1.3525 Generator loss: 1.0288 Epoch 1/2 Discriminator loss: 1.3389 Generator loss: 1.1662
Epoch 1/2 Discriminator loss: 1.5532 Generator loss: 0.5725 Epoch 1/2 Discriminator loss: 1.3513 Generator loss: 1.3512 Epoch 1/2 Discriminator loss: 1.7545 Generator loss: 0.5038 Epoch 1/2 Discriminator loss: 1.5252 Generator loss: 0.7610 Epoch 1/2 Discriminator loss: 1.6478 Generator loss: 0.8065 Epoch 1/2 Discriminator loss: 1.5797 Generator loss: 0.6522 Epoch 1/2 Discriminator loss: 1.3811 Generator loss: 0.9620 Epoch 1/2 Discriminator loss: 1.1770 Generator loss: 1.0616 Epoch 1/2 Discriminator loss: 1.2485 Generator loss: 0.8211 Epoch 1/2 Discriminator loss: 1.0700 Generator loss: 1.0943 Epoch 1/2 Discriminator loss: 1.1467 Generator loss: 0.7832 Epoch 1/2 Discriminator loss: 1.4438 Generator loss: 0.9891 Epoch 1/2 Discriminator loss: 1.5595 Generator loss: 0.7487 Epoch 1/2 Discriminator loss: 1.6657 Generator loss: 0.6885 Epoch 1/2 Discriminator loss: 1.5244 Generator loss: 0.7952 Epoch 1/2 Discriminator loss: 1.2377 Generator loss: 1.3452 Epoch 1/2 Discriminator loss: 1.2003 Generator loss: 0.7560 Epoch 1/2 Discriminator loss: 1.2541 Generator loss: 1.0295 Epoch 1/2 Discriminator loss: 1.2121 Generator loss: 1.3703 Epoch 1/2 Discriminator loss: 1.4772 Generator loss: 0.5659
Epoch 1/2 Discriminator loss: 1.5368 Generator loss: 0.9651 Epoch 1/2 Discriminator loss: 1.8028 Generator loss: 0.5352 Epoch 1/2 Discriminator loss: 1.8923 Generator loss: 0.6435 Epoch 1/2 Discriminator loss: 1.9421 Generator loss: 0.6350 Epoch 1/2 Discriminator loss: 1.5861 Generator loss: 0.9098 Epoch 1/2 Discriminator loss: 1.3424 Generator loss: 0.6887 Epoch 1/2 Discriminator loss: 1.1282 Generator loss: 1.0547 Epoch 1/2 Discriminator loss: 1.2234 Generator loss: 1.2435 Epoch 1/2 Discriminator loss: 1.4138 Generator loss: 0.6508 Epoch 1/2 Discriminator loss: 1.4121 Generator loss: 1.1834 Epoch 1/2 Discriminator loss: 1.4992 Generator loss: 0.8421 Epoch 1/2 Discriminator loss: 1.4673 Generator loss: 0.6113 Epoch 1/2 Discriminator loss: 1.5163 Generator loss: 1.1743 Epoch 1/2 Discriminator loss: 1.6291 Generator loss: 0.5435 Epoch 1/2 Discriminator loss: 1.6184 Generator loss: 0.7682 Epoch 1/2 Discriminator loss: 1.4091 Generator loss: 0.8892 Epoch 1/2 Discriminator loss: 1.2196 Generator loss: 1.0816 Epoch 1/2 Discriminator loss: 1.1767 Generator loss: 1.1288 Epoch 1/2 Discriminator loss: 0.9583 Generator loss: 1.1482 Epoch 1/2 Discriminator loss: 1.2540 Generator loss: 0.9556
Epoch 1/2 Discriminator loss: 1.2799 Generator loss: 1.0139 Epoch 1/2 Discriminator loss: 1.5037 Generator loss: 0.8573 Epoch 1/2 Discriminator loss: 1.4269 Generator loss: 0.8315 Epoch 1/2 Discriminator loss: 1.6008 Generator loss: 0.7939 Epoch 1/2 Discriminator loss: 1.6292 Generator loss: 0.6774 Epoch 1/2 Discriminator loss: 1.6491 Generator loss: 0.7948 Epoch 1/2 Discriminator loss: 1.4266 Generator loss: 0.7479 Epoch 1/2 Discriminator loss: 1.2836 Generator loss: 0.9245 Epoch 1/2 Discriminator loss: 1.1553 Generator loss: 1.0641 Epoch 1/2 Discriminator loss: 1.2177 Generator loss: 0.7586 Epoch 1/2 Discriminator loss: 1.2847 Generator loss: 1.0120 Epoch 1/2 Discriminator loss: 1.3677 Generator loss: 0.9957 Epoch 1/2 Discriminator loss: 1.3744 Generator loss: 1.0029 Epoch 1/2 Discriminator loss: 1.4879 Generator loss: 0.8269 Epoch 1/2 Discriminator loss: 1.4144 Generator loss: 0.7553 Epoch 1/2 Discriminator loss: 1.3534 Generator loss: 1.0635 Epoch 1/2 Discriminator loss: 1.3801 Generator loss: 0.7006 Epoch 1/2 Discriminator loss: 1.3146 Generator loss: 0.8698 Epoch 1/2 Discriminator loss: 1.3067 Generator loss: 1.1657 Epoch 1/2 Discriminator loss: 1.4996 Generator loss: 0.8624
Epoch 1/2 Discriminator loss: 1.4151 Generator loss: 0.7777 Epoch 1/2 Discriminator loss: 1.3855 Generator loss: 1.0357 Epoch 1/2 Discriminator loss: 1.1961 Generator loss: 1.0754 Epoch 1/2 Discriminator loss: 1.3995 Generator loss: 0.6677 Epoch 1/2 Discriminator loss: 1.1536 Generator loss: 1.1717 Epoch 1/2 Discriminator loss: 1.2014 Generator loss: 0.9128 Epoch 1/2 Discriminator loss: 1.4187 Generator loss: 0.7808 Epoch 1/2 Discriminator loss: 1.4535 Generator loss: 0.8770 Epoch 1/2 Discriminator loss: 1.4105 Generator loss: 0.9723 Epoch 1/2 Discriminator loss: 1.5213 Generator loss: 0.8096 Epoch 1/2 Discriminator loss: 1.3998 Generator loss: 1.0737 Epoch 1/2 Discriminator loss: 1.4121 Generator loss: 0.7763 Epoch 1/2 Discriminator loss: 1.2642 Generator loss: 0.9067 Epoch 1/2 Discriminator loss: 1.3462 Generator loss: 0.8458 Epoch 1/2 Discriminator loss: 1.4625 Generator loss: 0.6003 Epoch 1/2 Discriminator loss: 1.5185 Generator loss: 0.8722 Epoch 1/2 Discriminator loss: 1.5515 Generator loss: 0.8937 Epoch 1/2 Discriminator loss: 1.6601 Generator loss: 0.5554 Epoch 1/2 Discriminator loss: 1.5982 Generator loss: 1.0299 Epoch 1/2 Discriminator loss: 1.6887 Generator loss: 0.5472
Epoch 1/2 Discriminator loss: 1.5594 Generator loss: 0.9588 Epoch 1/2 Discriminator loss: 1.4007 Generator loss: 0.8864 Epoch 1/2 Discriminator loss: 1.2253 Generator loss: 1.1034 Epoch 1/2 Discriminator loss: 1.2476 Generator loss: 0.8615 Epoch 1/2 Discriminator loss: 1.5801 Generator loss: 0.5335 Epoch 1/2 Discriminator loss: 1.2543 Generator loss: 1.2515 Epoch 1/2 Discriminator loss: 1.5531 Generator loss: 0.7167 Epoch 1/2 Discriminator loss: 1.6095 Generator loss: 0.8300 Epoch 1/2 Discriminator loss: 1.6543 Generator loss: 0.5337 Epoch 1/2 Discriminator loss: 1.7233 Generator loss: 1.0358 Epoch 1/2 Discriminator loss: 1.3965 Generator loss: 0.6675 Epoch 1/2 Discriminator loss: 1.3430 Generator loss: 1.0618 Epoch 1/2 Discriminator loss: 1.0472 Generator loss: 1.0399 Epoch 1/2 Discriminator loss: 1.1665 Generator loss: 0.8085 Epoch 1/2 Discriminator loss: 1.1764 Generator loss: 0.9437 Epoch 1/2 Discriminator loss: 1.4387 Generator loss: 0.7522 Epoch 1/2 Discriminator loss: 1.3484 Generator loss: 0.9436 Epoch 1/2 Discriminator loss: 1.5483 Generator loss: 0.6520 Epoch 1/2 Discriminator loss: 1.5435 Generator loss: 0.6170 Epoch 1/2 Discriminator loss: 1.5541 Generator loss: 0.9800
Epoch 1/2 Discriminator loss: 1.5378 Generator loss: 0.5995 Epoch 1/2 Discriminator loss: 1.3461 Generator loss: 0.9060 Epoch 1/2 Discriminator loss: 1.3656 Generator loss: 0.9018 Epoch 1/2 Discriminator loss: 1.4412 Generator loss: 0.7620 Epoch 1/2 Discriminator loss: 1.3260 Generator loss: 1.1805 Epoch 1/2 Discriminator loss: 1.5031 Generator loss: 0.6961 Epoch 1/2 Discriminator loss: 1.3734 Generator loss: 0.5535 Epoch 1/2 Discriminator loss: 1.5743 Generator loss: 1.1477 Epoch 1/2 Discriminator loss: 1.9302 Generator loss: 0.4515 Epoch 1/2 Discriminator loss: 1.6491 Generator loss: 0.7596 Epoch 1/2 Discriminator loss: 1.6956 Generator loss: 0.6155 Epoch 1/2 Discriminator loss: 1.2912 Generator loss: 0.8758 Epoch 1/2 Discriminator loss: 1.4678 Generator loss: 0.7842 Epoch 1/2 Discriminator loss: 1.5564 Generator loss: 0.5927 Epoch 1/2 Discriminator loss: 1.7018 Generator loss: 0.9641 Epoch 1/2 Discriminator loss: 1.6175 Generator loss: 0.6550 Epoch 1/2 Discriminator loss: 1.8318 Generator loss: 0.5594 Epoch 1/2 Discriminator loss: 1.5139 Generator loss: 0.7845 Epoch 1/2 Discriminator loss: 1.3764 Generator loss: 0.8034 Epoch 1/2 Discriminator loss: 1.4159 Generator loss: 0.8169
Epoch 1/2 Discriminator loss: 1.3312 Generator loss: 0.9274 Epoch 1/2 Discriminator loss: 1.3154 Generator loss: 1.0667 Epoch 1/2 Discriminator loss: 1.4016 Generator loss: 0.6692 Epoch 1/2 Discriminator loss: 1.6167 Generator loss: 0.7637 Epoch 1/2 Discriminator loss: 1.3784 Generator loss: 0.7323 Epoch 1/2 Discriminator loss: 1.4678 Generator loss: 0.6509 Epoch 1/2 Discriminator loss: 1.3439 Generator loss: 0.9314 Epoch 1/2 Discriminator loss: 1.2582 Generator loss: 0.8648 Epoch 1/2 Discriminator loss: 1.2842 Generator loss: 1.1196 Epoch 1/2 Discriminator loss: 1.0464 Generator loss: 0.8213 Epoch 1/2 Discriminator loss: 0.9465 Generator loss: 1.1398 Epoch 1/2 Discriminator loss: 1.1990 Generator loss: 1.0648 Epoch 1/2 Discriminator loss: 1.4799 Generator loss: 0.6177 Epoch 1/2 Discriminator loss: 1.4529 Generator loss: 0.8151 Epoch 1/2 Discriminator loss: 1.6012 Generator loss: 0.6957 Epoch 1/2 Discriminator loss: 1.7247 Generator loss: 0.4774 Epoch 1/2 Discriminator loss: 1.7012 Generator loss: 0.8428 Epoch 1/2 Discriminator loss: 1.4894 Generator loss: 0.7686 Epoch 1/2 Discriminator loss: 1.3572 Generator loss: 0.8594 Epoch 1/2 Discriminator loss: 1.3895 Generator loss: 0.7329
Epoch 1/2 Discriminator loss: 1.3914 Generator loss: 1.0822 Epoch 1/2 Discriminator loss: 1.2828 Generator loss: 0.9177 Epoch 1/2 Discriminator loss: 1.2286 Generator loss: 0.7582 Epoch 1/2 Discriminator loss: 1.3264 Generator loss: 0.9891 Epoch 1/2 Discriminator loss: 1.4078 Generator loss: 0.7064 Epoch 1/2 Discriminator loss: 1.3581 Generator loss: 0.7294 Epoch 1/2 Discriminator loss: 1.5801 Generator loss: 0.8632 Epoch 1/2 Discriminator loss: 1.4929 Generator loss: 0.5848 Epoch 1/2 Discriminator loss: 1.5956 Generator loss: 0.7858 Epoch 1/2 Discriminator loss: 1.3235 Generator loss: 0.9247 Epoch 1/2 Discriminator loss: 1.0808 Generator loss: 1.0133 Epoch 1/2 Discriminator loss: 0.9670 Generator loss: 1.0356 Epoch 1/2 Discriminator loss: 1.0844 Generator loss: 1.0697 Epoch 1/2 Discriminator loss: 1.1116 Generator loss: 0.9171 Epoch 1/2 Discriminator loss: 1.3126 Generator loss: 0.7645 Epoch 1/2 Discriminator loss: 1.3074 Generator loss: 1.2384 Epoch 1/2 Discriminator loss: 1.5613 Generator loss: 0.5501 Epoch 1/2 Discriminator loss: 1.3627 Generator loss: 0.9233 Epoch 1/2 Discriminator loss: 1.3523 Generator loss: 0.8779 Epoch 1/2 Discriminator loss: 1.4228 Generator loss: 0.6964
Epoch 1/2 Discriminator loss: 1.3918 Generator loss: 1.2555 Epoch 1/2 Discriminator loss: 1.2241 Generator loss: 0.4771 Epoch 1/2 Discriminator loss: 1.1806 Generator loss: 1.1437 Epoch 1/2 Discriminator loss: 1.4632 Generator loss: 0.8211 Epoch 1/2 Discriminator loss: 1.4436 Generator loss: 0.6772 Epoch 1/2 Discriminator loss: 1.6321 Generator loss: 0.8666 Epoch 1/2 Discriminator loss: 1.8186 Generator loss: 0.5385 Epoch 1/2 Discriminator loss: 1.7031 Generator loss: 0.6483 Epoch 1/2 Discriminator loss: 1.3992 Generator loss: 0.9291 Epoch 1/2 Discriminator loss: 1.3636 Generator loss: 0.8363 Epoch 1/2 Discriminator loss: 1.1138 Generator loss: 0.9240 Epoch 1/2 Discriminator loss: 1.0376 Generator loss: 1.1079 Epoch 1/2 Discriminator loss: 0.9418 Generator loss: 1.0929 Epoch 1/2 Discriminator loss: 1.1657 Generator loss: 1.0101 Epoch 1/2 Discriminator loss: 1.2273 Generator loss: 0.8188 Epoch 1/2 Discriminator loss: 1.4502 Generator loss: 0.6249 Epoch 1/2 Discriminator loss: 1.4373 Generator loss: 1.1800 Epoch 1/2 Discriminator loss: 1.3571 Generator loss: 0.5818 Epoch 1/2 Discriminator loss: 1.2425 Generator loss: 0.8245 Epoch 1/2 Discriminator loss: 1.2378 Generator loss: 1.0602
Epoch 1/2 Discriminator loss: 1.2065 Generator loss: 0.9500 Epoch 1/2 Discriminator loss: 1.1938 Generator loss: 0.8074 Epoch 1/2 Discriminator loss: 1.0924 Generator loss: 1.4281 Epoch 1/2 Discriminator loss: 1.1387 Generator loss: 0.9133 Epoch 1/2 Discriminator loss: 1.4026 Generator loss: 0.6047 Epoch 1/2 Discriminator loss: 1.2928 Generator loss: 1.0497 Epoch 1/2 Discriminator loss: 1.3712 Generator loss: 0.7118 Epoch 1/2 Discriminator loss: 1.3542 Generator loss: 0.7419 Epoch 1/2 Discriminator loss: 1.5188 Generator loss: 0.6978 Epoch 1/2 Discriminator loss: 1.2884 Generator loss: 1.0340 Epoch 1/2 Discriminator loss: 1.3084 Generator loss: 0.9186 Epoch 1/2 Discriminator loss: 1.3136 Generator loss: 0.7765 Epoch 1/2 Discriminator loss: 1.3112 Generator loss: 0.6636 Epoch 1/2 Discriminator loss: 1.6787 Generator loss: 0.8326 Epoch 1/2 Discriminator loss: 1.4835 Generator loss: 0.6191 Epoch 1/2 Discriminator loss: 1.3301 Generator loss: 0.8029 Epoch 1/2 Discriminator loss: 1.5483 Generator loss: 1.2158 Epoch 1/2 Discriminator loss: 1.2071 Generator loss: 0.7503 Epoch 1/2 Discriminator loss: 1.1091 Generator loss: 1.1608 Epoch 1/2 Discriminator loss: 1.0371 Generator loss: 0.9178
Epoch 1/2 Discriminator loss: 1.2002 Generator loss: 0.7548 Epoch 1/2 Discriminator loss: 1.3313 Generator loss: 1.1726 Epoch 1/2 Discriminator loss: 1.4270 Generator loss: 0.6920 Epoch 1/2 Discriminator loss: 1.4874 Generator loss: 0.8316 Epoch 1/2 Discriminator loss: 1.5064 Generator loss: 0.8390 Epoch 1/2 Discriminator loss: 1.5543 Generator loss: 0.5996 Epoch 1/2 Discriminator loss: 1.4092 Generator loss: 0.8869 Epoch 1/2 Discriminator loss: 1.2480 Generator loss: 0.9507 Epoch 1/2 Discriminator loss: 1.2960 Generator loss: 0.5814 Epoch 1/2 Discriminator loss: 1.1768 Generator loss: 1.0956 Epoch 1/2 Discriminator loss: 1.2735 Generator loss: 0.8446 Epoch 1/2 Discriminator loss: 1.0756 Generator loss: 0.9238 Epoch 1/2 Discriminator loss: 1.2740 Generator loss: 0.6903 Epoch 1/2 Discriminator loss: 1.3888 Generator loss: 1.0179 Epoch 1/2 Discriminator loss: 1.2891 Generator loss: 0.8580 Epoch 1/2 Discriminator loss: 1.4292 Generator loss: 0.5916 Epoch 1/2 Discriminator loss: 1.5707 Generator loss: 1.4926 Epoch 1/2 Discriminator loss: 1.4570 Generator loss: 0.4815 Epoch 1/2 Discriminator loss: 1.2566 Generator loss: 1.0609 Epoch 1/2 Discriminator loss: 1.3986 Generator loss: 0.8255
Epoch 1/2 Discriminator loss: 1.4120 Generator loss: 0.8074 Epoch 1/2 Discriminator loss: 1.4731 Generator loss: 0.7978 Epoch 1/2 Discriminator loss: 1.4589 Generator loss: 0.7152 Epoch 1/2 Discriminator loss: 1.3005 Generator loss: 0.9915 Epoch 1/2 Discriminator loss: 1.3341 Generator loss: 0.7523 Epoch 1/2 Discriminator loss: 1.2421 Generator loss: 0.8644 Epoch 1/2 Discriminator loss: 1.2517 Generator loss: 0.8443 Epoch 1/2 Discriminator loss: 1.2800 Generator loss: 0.6297 Epoch 1/2 Discriminator loss: 1.2826 Generator loss: 0.9826 Epoch 1/2 Discriminator loss: 1.3814 Generator loss: 0.8825 Epoch 1/2 Discriminator loss: 1.5541 Generator loss: 0.5639 Epoch 1/2 Discriminator loss: 1.3438 Generator loss: 1.0899 Epoch 1/2 Discriminator loss: 1.2627 Generator loss: 0.8093 Epoch 1/2 Discriminator loss: 1.4339 Generator loss: 0.5975 Epoch 1/2 Discriminator loss: 1.2952 Generator loss: 1.0196 Epoch 1/2 Discriminator loss: 1.3481 Generator loss: 0.8347 Epoch 1/2 Discriminator loss: 1.3732 Generator loss: 0.6047 Epoch 1/2 Discriminator loss: 1.6538 Generator loss: 0.9464 Epoch 1/2 Discriminator loss: 1.6845 Generator loss: 0.6355 Epoch 1/2 Discriminator loss: 1.5783 Generator loss: 0.6490
Epoch 1/2 Discriminator loss: 1.6207 Generator loss: 0.8736 Epoch 1/2 Discriminator loss: 1.4107 Generator loss: 0.6239 Epoch 1/2 Discriminator loss: 1.1664 Generator loss: 1.0159 Epoch 1/2 Discriminator loss: 1.0508 Generator loss: 1.0504 Epoch 1/2 Discriminator loss: 0.9085 Generator loss: 1.2346 Epoch 1/2 Discriminator loss: 0.8886 Generator loss: 1.2558 Epoch 1/2 Discriminator loss: 1.0213 Generator loss: 0.7939 Epoch 1/2 Discriminator loss: 1.0617 Generator loss: 1.5712 Epoch 1/2 Discriminator loss: 1.5083 Generator loss: 0.4704 Epoch 1/2 Discriminator loss: 1.3744 Generator loss: 0.9705 Epoch 1/2 Discriminator loss: 1.5495 Generator loss: 1.0908 Epoch 1/2 Discriminator loss: 1.6922 Generator loss: 0.3812 Epoch 1/2 Discriminator loss: 1.3048 Generator loss: 1.4577 Epoch 1/2 Discriminator loss: 1.1852 Generator loss: 0.6497 Epoch 1/2 Discriminator loss: 1.3319 Generator loss: 0.7377 Epoch 1/2 Discriminator loss: 1.2816 Generator loss: 1.4557 Epoch 1/2 Discriminator loss: 1.1426 Generator loss: 0.7321 Epoch 1/2 Discriminator loss: 1.2658 Generator loss: 0.9147 Epoch 1/2 Discriminator loss: 1.0553 Generator loss: 1.0360 Epoch 1/2 Discriminator loss: 1.2375 Generator loss: 0.7505
Epoch 1/2 Discriminator loss: 1.3683 Generator loss: 1.0713 Epoch 1/2 Discriminator loss: 1.0352 Generator loss: 0.9503 Epoch 1/2 Discriminator loss: 1.2691 Generator loss: 0.7604 Epoch 1/2 Discriminator loss: 1.1235 Generator loss: 1.0225 Epoch 1/2 Discriminator loss: 1.5557 Generator loss: 0.9632 Epoch 1/2 Discriminator loss: 1.6102 Generator loss: 0.5044 Epoch 1/2 Discriminator loss: 1.7300 Generator loss: 0.8287 Epoch 1/2 Discriminator loss: 1.7415 Generator loss: 0.6099 Epoch 1/2 Discriminator loss: 1.4339 Generator loss: 0.5701 Epoch 1/2 Discriminator loss: 1.5381 Generator loss: 1.3013 Epoch 1/2 Discriminator loss: 1.4078 Generator loss: 0.5227 Epoch 1/2 Discriminator loss: 1.1719 Generator loss: 0.9642 Epoch 1/2 Discriminator loss: 1.1643 Generator loss: 0.9703 Epoch 1/2 Discriminator loss: 1.3911 Generator loss: 0.7151 Epoch 1/2 Discriminator loss: 1.3740 Generator loss: 1.0871 Epoch 1/2 Discriminator loss: 1.1690 Generator loss: 0.8145 Epoch 1/2 Discriminator loss: 1.2948 Generator loss: 0.6754 Epoch 1/2 Discriminator loss: 1.1269 Generator loss: 1.0163 Epoch 1/2 Discriminator loss: 1.1500 Generator loss: 0.9328 Epoch 1/2 Discriminator loss: 1.1700 Generator loss: 0.7161
Epoch 1/2 Discriminator loss: 1.0216 Generator loss: 1.1614 Epoch 1/2 Discriminator loss: 1.3716 Generator loss: 0.8066 Epoch 1/2 Discriminator loss: 1.3244 Generator loss: 0.6732 Epoch 1/2 Discriminator loss: 1.5187 Generator loss: 0.9515 Epoch 1/2 Discriminator loss: 1.5328 Generator loss: 0.4204 Epoch 1/2 Discriminator loss: 1.6638 Generator loss: 1.3389 Epoch 1/2 Discriminator loss: 1.5806 Generator loss: 0.5000 Epoch 1/2 Discriminator loss: 1.3539 Generator loss: 0.8870 Epoch 1/2 Discriminator loss: 1.3054 Generator loss: 1.1157 Epoch 1/2 Discriminator loss: 1.2578 Generator loss: 0.7747 Epoch 1/2 Discriminator loss: 1.1775 Generator loss: 1.2120 Epoch 1/2 Discriminator loss: 1.1324 Generator loss: 0.7756 Epoch 1/2 Discriminator loss: 1.1309 Generator loss: 0.8685 Epoch 1/2 Discriminator loss: 1.1455 Generator loss: 1.3220 Epoch 1/2 Discriminator loss: 1.4172 Generator loss: 0.5464 Epoch 1/2 Discriminator loss: 1.5456 Generator loss: 1.1353 Epoch 1/2 Discriminator loss: 1.3872 Generator loss: 0.5689 Epoch 1/2 Discriminator loss: 1.3602 Generator loss: 0.9377 Epoch 1/2 Discriminator loss: 1.2277 Generator loss: 0.9308 Epoch 1/2 Discriminator loss: 1.2750 Generator loss: 0.8825
Epoch 1/2 Discriminator loss: 1.1523 Generator loss: 0.7700 Epoch 1/2 Discriminator loss: 1.0355 Generator loss: 1.2626 Epoch 1/2 Discriminator loss: 1.1665 Generator loss: 0.6466 Epoch 1/2 Discriminator loss: 1.3530 Generator loss: 1.1036 Epoch 1/2 Discriminator loss: 1.4777 Generator loss: 0.7267 Epoch 1/2 Discriminator loss: 1.4518 Generator loss: 0.5335 Epoch 1/2 Discriminator loss: 1.3042 Generator loss: 1.2890 Epoch 1/2 Discriminator loss: 1.5306 Generator loss: 0.4725 Epoch 2/2 Discriminator loss: 1.3176 Generator loss: 1.2500 Epoch 2/2 Discriminator loss: 1.2177 Generator loss: 0.7918 Epoch 2/2 Discriminator loss: 1.3112 Generator loss: 0.6891 Epoch 2/2 Discriminator loss: 1.2993 Generator loss: 0.7700 Epoch 2/2 Discriminator loss: 1.1821 Generator loss: 0.9633 Epoch 2/2 Discriminator loss: 1.3359 Generator loss: 0.5894 Epoch 2/2 Discriminator loss: 1.2307 Generator loss: 1.1917 Epoch 2/2 Discriminator loss: 1.5530 Generator loss: 0.5036 Epoch 2/2 Discriminator loss: 1.1398 Generator loss: 1.0634 Epoch 2/2 Discriminator loss: 1.2891 Generator loss: 1.1047 Epoch 2/2 Discriminator loss: 1.1163 Generator loss: 0.7432 Epoch 2/2 Discriminator loss: 1.1433 Generator loss: 1.1847
Epoch 2/2 Discriminator loss: 1.2612 Generator loss: 0.8004 Epoch 2/2 Discriminator loss: 1.2394 Generator loss: 0.8069 Epoch 2/2 Discriminator loss: 1.3086 Generator loss: 0.9241 Epoch 2/2 Discriminator loss: 1.3646 Generator loss: 0.5746 Epoch 2/2 Discriminator loss: 1.4070 Generator loss: 1.0897 Epoch 2/2 Discriminator loss: 1.2679 Generator loss: 0.8628 Epoch 2/2 Discriminator loss: 1.1703 Generator loss: 0.8348 Epoch 2/2 Discriminator loss: 1.1494 Generator loss: 0.9870 Epoch 2/2 Discriminator loss: 1.0206 Generator loss: 0.9490 Epoch 2/2 Discriminator loss: 1.2186 Generator loss: 0.6729 Epoch 2/2 Discriminator loss: 1.3248 Generator loss: 1.0676 Epoch 2/2 Discriminator loss: 1.5042 Generator loss: 0.5711 Epoch 2/2 Discriminator loss: 1.3482 Generator loss: 0.8615 Epoch 2/2 Discriminator loss: 1.3847 Generator loss: 0.7211 Epoch 2/2 Discriminator loss: 1.4751 Generator loss: 1.0393 Epoch 2/2 Discriminator loss: 1.4060 Generator loss: 0.5528 Epoch 2/2 Discriminator loss: 1.6639 Generator loss: 1.4025 Epoch 2/2 Discriminator loss: 1.5742 Generator loss: 0.3387 Epoch 2/2 Discriminator loss: 1.4575 Generator loss: 1.1220 Epoch 2/2 Discriminator loss: 1.3785 Generator loss: 0.7014
Epoch 2/2 Discriminator loss: 1.2186 Generator loss: 0.8954 Epoch 2/2 Discriminator loss: 1.1060 Generator loss: 1.2132 Epoch 2/2 Discriminator loss: 1.0866 Generator loss: 0.7551 Epoch 2/2 Discriminator loss: 1.0583 Generator loss: 1.2606 Epoch 2/2 Discriminator loss: 1.1342 Generator loss: 0.7439 Epoch 2/2 Discriminator loss: 1.1052 Generator loss: 1.1595 Epoch 2/2 Discriminator loss: 1.1480 Generator loss: 0.8673 Epoch 2/2 Discriminator loss: 1.2337 Generator loss: 0.6801 Epoch 2/2 Discriminator loss: 1.2573 Generator loss: 1.2039 Epoch 2/2 Discriminator loss: 1.2713 Generator loss: 0.6603 Epoch 2/2 Discriminator loss: 1.3473 Generator loss: 1.2827 Epoch 2/2 Discriminator loss: 1.8368 Generator loss: 0.2807 Epoch 2/2 Discriminator loss: 1.7112 Generator loss: 1.4119 Epoch 2/2 Discriminator loss: 1.4957 Generator loss: 0.3846 Epoch 2/2 Discriminator loss: 1.3696 Generator loss: 1.0322 Epoch 2/2 Discriminator loss: 1.1511 Generator loss: 0.7607 Epoch 2/2 Discriminator loss: 1.2952 Generator loss: 0.6301 Epoch 2/2 Discriminator loss: 1.0975 Generator loss: 0.7940 Epoch 2/2 Discriminator loss: 1.2232 Generator loss: 0.9865 Epoch 2/2 Discriminator loss: 1.3043 Generator loss: 0.7351
Epoch 2/2 Discriminator loss: 1.3085 Generator loss: 0.8576 Epoch 2/2 Discriminator loss: 1.2669 Generator loss: 1.0608 Epoch 2/2 Discriminator loss: 1.3192 Generator loss: 0.7211 Epoch 2/2 Discriminator loss: 1.0300 Generator loss: 1.2246 Epoch 2/2 Discriminator loss: 1.0154 Generator loss: 0.8938 Epoch 2/2 Discriminator loss: 1.1730 Generator loss: 1.2104 Epoch 2/2 Discriminator loss: 1.2008 Generator loss: 0.7533 Epoch 2/2 Discriminator loss: 1.1658 Generator loss: 1.2384 Epoch 2/2 Discriminator loss: 1.2400 Generator loss: 0.6668 Epoch 2/2 Discriminator loss: 1.0539 Generator loss: 1.0183 Epoch 2/2 Discriminator loss: 1.2257 Generator loss: 0.8075 Epoch 2/2 Discriminator loss: 1.2454 Generator loss: 1.0567 Epoch 2/2 Discriminator loss: 1.1981 Generator loss: 0.8111 Epoch 2/2 Discriminator loss: 1.0879 Generator loss: 1.3051 Epoch 2/2 Discriminator loss: 1.1959 Generator loss: 0.9771 Epoch 2/2 Discriminator loss: 1.4204 Generator loss: 0.9626 Epoch 2/2 Discriminator loss: 1.4039 Generator loss: 0.5110 Epoch 2/2 Discriminator loss: 1.6203 Generator loss: 2.0491 Epoch 2/2 Discriminator loss: 1.7877 Generator loss: 0.2276 Epoch 2/2 Discriminator loss: 1.6030 Generator loss: 1.7465
Epoch 2/2 Discriminator loss: 1.4896 Generator loss: 0.3779 Epoch 2/2 Discriminator loss: 1.1675 Generator loss: 0.8504 Epoch 2/2 Discriminator loss: 1.2102 Generator loss: 1.4557 Epoch 2/2 Discriminator loss: 1.2582 Generator loss: 0.5849 Epoch 2/2 Discriminator loss: 1.1345 Generator loss: 0.9291 Epoch 2/2 Discriminator loss: 1.0623 Generator loss: 1.2727 Epoch 2/2 Discriminator loss: 1.0532 Generator loss: 1.0131 Epoch 2/2 Discriminator loss: 1.1135 Generator loss: 0.7550 Epoch 2/2 Discriminator loss: 1.2910 Generator loss: 0.7693 Epoch 2/2 Discriminator loss: 1.1392 Generator loss: 1.1335 Epoch 2/2 Discriminator loss: 1.3909 Generator loss: 0.5495 Epoch 2/2 Discriminator loss: 1.3344 Generator loss: 1.1383 Epoch 2/2 Discriminator loss: 1.2854 Generator loss: 0.5441 Epoch 2/2 Discriminator loss: 1.4208 Generator loss: 0.8165 Epoch 2/2 Discriminator loss: 1.0683 Generator loss: 1.0187 Epoch 2/2 Discriminator loss: 1.1805 Generator loss: 0.7811 Epoch 2/2 Discriminator loss: 0.8988 Generator loss: 0.9279 Epoch 2/2 Discriminator loss: 1.1432 Generator loss: 0.8603 Epoch 2/2 Discriminator loss: 1.1627 Generator loss: 1.0975 Epoch 2/2 Discriminator loss: 1.3343 Generator loss: 0.5450
Epoch 2/2 Discriminator loss: 1.1987 Generator loss: 1.3571 Epoch 2/2 Discriminator loss: 1.2394 Generator loss: 0.5921 Epoch 2/2 Discriminator loss: 1.2440 Generator loss: 1.2915 Epoch 2/2 Discriminator loss: 1.3266 Generator loss: 0.6916 Epoch 2/2 Discriminator loss: 1.3021 Generator loss: 1.0921 Epoch 2/2 Discriminator loss: 1.2311 Generator loss: 0.8146 Epoch 2/2 Discriminator loss: 1.2716 Generator loss: 1.1116 Epoch 2/2 Discriminator loss: 1.3417 Generator loss: 0.5151 Epoch 2/2 Discriminator loss: 1.2772 Generator loss: 1.5449 Epoch 2/2 Discriminator loss: 1.1836 Generator loss: 0.9316 Epoch 2/2 Discriminator loss: 1.4591 Generator loss: 0.4660 Epoch 2/2 Discriminator loss: 1.6476 Generator loss: 1.5214 Epoch 2/2 Discriminator loss: 1.5083 Generator loss: 0.3807 Epoch 2/2 Discriminator loss: 1.2151 Generator loss: 1.2500 Epoch 2/2 Discriminator loss: 1.1313 Generator loss: 0.8240 Epoch 2/2 Discriminator loss: 1.4477 Generator loss: 0.6325 Epoch 2/2 Discriminator loss: 1.1944 Generator loss: 1.0569 Epoch 2/2 Discriminator loss: 1.2221 Generator loss: 0.7842 Epoch 2/2 Discriminator loss: 1.4912 Generator loss: 0.8263 Epoch 2/2 Discriminator loss: 1.3487 Generator loss: 1.0451
Epoch 2/2 Discriminator loss: 1.4610 Generator loss: 0.5754 Epoch 2/2 Discriminator loss: 1.3548 Generator loss: 1.0285 Epoch 2/2 Discriminator loss: 1.1574 Generator loss: 0.9199 Epoch 2/2 Discriminator loss: 1.2136 Generator loss: 0.7387 Epoch 2/2 Discriminator loss: 1.1262 Generator loss: 1.1995 Epoch 2/2 Discriminator loss: 1.2457 Generator loss: 0.6536 Epoch 2/2 Discriminator loss: 1.0836 Generator loss: 1.0822 Epoch 2/2 Discriminator loss: 1.2263 Generator loss: 0.6229 Epoch 2/2 Discriminator loss: 1.1910 Generator loss: 0.9883 Epoch 2/2 Discriminator loss: 1.2765 Generator loss: 0.7904 Epoch 2/2 Discriminator loss: 1.2182 Generator loss: 1.0997 Epoch 2/2 Discriminator loss: 1.4363 Generator loss: 0.5255 Epoch 2/2 Discriminator loss: 1.1670 Generator loss: 1.3431 Epoch 2/2 Discriminator loss: 1.4334 Generator loss: 0.4421 Epoch 2/2 Discriminator loss: 1.5066 Generator loss: 1.7562 Epoch 2/2 Discriminator loss: 1.4379 Generator loss: 0.3585 Epoch 2/2 Discriminator loss: 1.1276 Generator loss: 0.9328 Epoch 2/2 Discriminator loss: 1.2607 Generator loss: 1.4893 Epoch 2/2 Discriminator loss: 1.2442 Generator loss: 0.6397 Epoch 2/2 Discriminator loss: 1.0364 Generator loss: 0.9467
Epoch 2/2 Discriminator loss: 1.2230 Generator loss: 0.9196 Epoch 2/2 Discriminator loss: 1.2443 Generator loss: 0.8006 Epoch 2/2 Discriminator loss: 1.3945 Generator loss: 0.7995 Epoch 2/2 Discriminator loss: 1.3065 Generator loss: 0.8230 Epoch 2/2 Discriminator loss: 1.3572 Generator loss: 0.6822 Epoch 2/2 Discriminator loss: 1.2700 Generator loss: 0.9418 Epoch 2/2 Discriminator loss: 1.2251 Generator loss: 0.6081 Epoch 2/2 Discriminator loss: 1.3629 Generator loss: 1.3024 Epoch 2/2 Discriminator loss: 1.2686 Generator loss: 0.6015 Epoch 2/2 Discriminator loss: 1.1133 Generator loss: 0.9907 Epoch 2/2 Discriminator loss: 1.2979 Generator loss: 0.9449 Epoch 2/2 Discriminator loss: 1.4510 Generator loss: 0.4440 Epoch 2/2 Discriminator loss: 1.2699 Generator loss: 1.3679 Epoch 2/2 Discriminator loss: 1.5493 Generator loss: 0.5043 Epoch 2/2 Discriminator loss: 1.0934 Generator loss: 1.1964 Epoch 2/2 Discriminator loss: 1.1586 Generator loss: 0.6882 Epoch 2/2 Discriminator loss: 1.0350 Generator loss: 0.8449 Epoch 2/2 Discriminator loss: 1.2873 Generator loss: 0.8742 Epoch 2/2 Discriminator loss: 1.4188 Generator loss: 0.6878 Epoch 2/2 Discriminator loss: 1.3795 Generator loss: 0.8249
Epoch 2/2 Discriminator loss: 1.3717 Generator loss: 0.5513 Epoch 2/2 Discriminator loss: 1.2986 Generator loss: 1.0835 Epoch 2/2 Discriminator loss: 1.2267 Generator loss: 0.7085 Epoch 2/2 Discriminator loss: 1.4598 Generator loss: 1.2671 Epoch 2/2 Discriminator loss: 1.4734 Generator loss: 0.4866 Epoch 2/2 Discriminator loss: 1.4498 Generator loss: 0.9952 Epoch 2/2 Discriminator loss: 1.4191 Generator loss: 0.5837 Epoch 2/2 Discriminator loss: 1.3548 Generator loss: 1.0279 Epoch 2/2 Discriminator loss: 1.3127 Generator loss: 0.7693 Epoch 2/2 Discriminator loss: 1.3113 Generator loss: 0.7420 Epoch 2/2 Discriminator loss: 1.1679 Generator loss: 1.1495 Epoch 2/2 Discriminator loss: 1.3900 Generator loss: 0.6210 Epoch 2/2 Discriminator loss: 1.6794 Generator loss: 1.2447 Epoch 2/2 Discriminator loss: 1.4921 Generator loss: 0.4300 Epoch 2/2 Discriminator loss: 1.3324 Generator loss: 1.1216 Epoch 2/2 Discriminator loss: 1.2007 Generator loss: 0.6439 Epoch 2/2 Discriminator loss: 1.0318 Generator loss: 0.8791 Epoch 2/2 Discriminator loss: 1.1062 Generator loss: 0.8305 Epoch 2/2 Discriminator loss: 1.0637 Generator loss: 1.0176 Epoch 2/2 Discriminator loss: 0.9517 Generator loss: 0.8834
Epoch 2/2 Discriminator loss: 1.2755 Generator loss: 0.9789 Epoch 2/2 Discriminator loss: 1.0361 Generator loss: 0.9093 Epoch 2/2 Discriminator loss: 1.3757 Generator loss: 1.1648 Epoch 2/2 Discriminator loss: 0.9771 Generator loss: 0.8292 Epoch 2/2 Discriminator loss: 1.2817 Generator loss: 0.9440 Epoch 2/2 Discriminator loss: 1.3122 Generator loss: 0.9132 Epoch 2/2 Discriminator loss: 1.2521 Generator loss: 0.9354 Epoch 2/2 Discriminator loss: 1.5109 Generator loss: 0.5650 Epoch 2/2 Discriminator loss: 1.6153 Generator loss: 1.2876 Epoch 2/2 Discriminator loss: 1.8172 Generator loss: 0.2452 Epoch 2/2 Discriminator loss: 1.2546 Generator loss: 1.6076 Epoch 2/2 Discriminator loss: 1.0514 Generator loss: 0.8797 Epoch 2/2 Discriminator loss: 1.2236 Generator loss: 0.8005 Epoch 2/2 Discriminator loss: 1.3567 Generator loss: 0.7937 Epoch 2/2 Discriminator loss: 1.2799 Generator loss: 0.8390 Epoch 2/2 Discriminator loss: 1.2119 Generator loss: 0.7224 Epoch 2/2 Discriminator loss: 1.3186 Generator loss: 0.7294 Epoch 2/2 Discriminator loss: 1.3063 Generator loss: 0.8990 Epoch 2/2 Discriminator loss: 1.3856 Generator loss: 0.9169 Epoch 2/2 Discriminator loss: 1.0410 Generator loss: 0.8453
Epoch 2/2 Discriminator loss: 1.3646 Generator loss: 0.9120 Epoch 2/2 Discriminator loss: 1.4933 Generator loss: 0.5048 Epoch 2/2 Discriminator loss: 1.5836 Generator loss: 1.2787 Epoch 2/2 Discriminator loss: 1.6463 Generator loss: 0.3302 Epoch 2/2 Discriminator loss: 1.3993 Generator loss: 0.9487 Epoch 2/2 Discriminator loss: 1.4388 Generator loss: 0.6478 Epoch 2/2 Discriminator loss: 1.2726 Generator loss: 0.9222 Epoch 2/2 Discriminator loss: 1.4840 Generator loss: 0.4908 Epoch 2/2 Discriminator loss: 1.2239 Generator loss: 1.3413 Epoch 2/2 Discriminator loss: 1.3094 Generator loss: 0.5126 Epoch 2/2 Discriminator loss: 1.3113 Generator loss: 0.8646 Epoch 2/2 Discriminator loss: 1.3565 Generator loss: 0.9832 Epoch 2/2 Discriminator loss: 1.3085 Generator loss: 0.5374 Epoch 2/2 Discriminator loss: 1.4740 Generator loss: 1.4731 Epoch 2/2 Discriminator loss: 1.5438 Generator loss: 0.3015 Epoch 2/2 Discriminator loss: 1.5495 Generator loss: 1.0824 Epoch 2/2 Discriminator loss: 1.1817 Generator loss: 0.9831 Epoch 2/2 Discriminator loss: 1.4521 Generator loss: 0.5547 Epoch 2/2 Discriminator loss: 1.3405 Generator loss: 1.0819 Epoch 2/2 Discriminator loss: 1.1370 Generator loss: 0.9536
Epoch 2/2 Discriminator loss: 1.3577 Generator loss: 0.6314 Epoch 2/2 Discriminator loss: 1.2402 Generator loss: 1.1214 Epoch 2/2 Discriminator loss: 1.2635 Generator loss: 0.5815 Epoch 2/2 Discriminator loss: 1.2569 Generator loss: 1.0652 Epoch 2/2 Discriminator loss: 1.1311 Generator loss: 0.9124 Epoch 2/2 Discriminator loss: 1.1207 Generator loss: 0.9003 Epoch 2/2 Discriminator loss: 1.0084 Generator loss: 1.1791 Epoch 2/2 Discriminator loss: 1.2834 Generator loss: 0.7415 Epoch 2/2 Discriminator loss: 1.2238 Generator loss: 1.2822 Epoch 2/2 Discriminator loss: 1.2533 Generator loss: 0.5876 Epoch 2/2 Discriminator loss: 1.1369 Generator loss: 1.3801 Epoch 2/2 Discriminator loss: 1.2030 Generator loss: 0.6732 Epoch 2/2 Discriminator loss: 1.3241 Generator loss: 0.9317 Epoch 2/2 Discriminator loss: 1.7384 Generator loss: 0.6089 Epoch 2/2 Discriminator loss: 1.4533 Generator loss: 0.7309 Epoch 2/2 Discriminator loss: 1.5197 Generator loss: 1.0657 Epoch 2/2 Discriminator loss: 1.5916 Generator loss: 0.5683 Epoch 2/2 Discriminator loss: 1.1164 Generator loss: 0.9794 Epoch 2/2 Discriminator loss: 1.1602 Generator loss: 1.1671 Epoch 2/2 Discriminator loss: 1.0189 Generator loss: 1.0132
Epoch 2/2 Discriminator loss: 1.2305 Generator loss: 0.5939 Epoch 2/2 Discriminator loss: 1.0061 Generator loss: 1.1195 Epoch 2/2 Discriminator loss: 1.1158 Generator loss: 1.0885 Epoch 2/2 Discriminator loss: 1.0079 Generator loss: 1.0005 Epoch 2/2 Discriminator loss: 1.0488 Generator loss: 0.9077 Epoch 2/2 Discriminator loss: 1.2983 Generator loss: 0.9628 Epoch 2/2 Discriminator loss: 1.3536 Generator loss: 0.5951 Epoch 2/2 Discriminator loss: 1.6820 Generator loss: 0.4567 Epoch 2/2 Discriminator loss: 1.8713 Generator loss: 2.1157 Epoch 2/2 Discriminator loss: 1.8981 Generator loss: 0.2417 Epoch 2/2 Discriminator loss: 1.0781 Generator loss: 0.9180 Epoch 2/2 Discriminator loss: 1.1023 Generator loss: 1.5324 Epoch 2/2 Discriminator loss: 1.1141 Generator loss: 0.6777 Epoch 2/2 Discriminator loss: 1.2422 Generator loss: 0.9451 Epoch 2/2 Discriminator loss: 1.2922 Generator loss: 0.8086 Epoch 2/2 Discriminator loss: 1.2649 Generator loss: 0.7469 Epoch 2/2 Discriminator loss: 1.3732 Generator loss: 1.0481 Epoch 2/2 Discriminator loss: 1.3888 Generator loss: 0.6318 Epoch 2/2 Discriminator loss: 1.2487 Generator loss: 0.9317 Epoch 2/2 Discriminator loss: 1.3811 Generator loss: 0.8060
Epoch 2/2 Discriminator loss: 1.1436 Generator loss: 1.0322 Epoch 2/2 Discriminator loss: 1.3532 Generator loss: 0.7632 Epoch 2/2 Discriminator loss: 1.2614 Generator loss: 0.8482 Epoch 2/2 Discriminator loss: 1.1658 Generator loss: 1.1745 Epoch 2/2 Discriminator loss: 1.1486 Generator loss: 0.9579 Epoch 2/2 Discriminator loss: 1.1747 Generator loss: 0.7459 Epoch 2/2 Discriminator loss: 1.3160 Generator loss: 0.8205 Epoch 2/2 Discriminator loss: 1.2551 Generator loss: 0.7640 Epoch 2/2 Discriminator loss: 1.3640 Generator loss: 0.9282 Epoch 2/2 Discriminator loss: 1.2629 Generator loss: 1.2837 Epoch 2/2 Discriminator loss: 1.2366 Generator loss: 0.5465 Epoch 2/2 Discriminator loss: 1.1627 Generator loss: 1.6019 Epoch 2/2 Discriminator loss: 1.0879 Generator loss: 0.7741 Epoch 2/2 Discriminator loss: 0.9938 Generator loss: 0.8066 Epoch 2/2 Discriminator loss: 1.2557 Generator loss: 1.4546 Epoch 2/2 Discriminator loss: 1.3592 Generator loss: 0.4042 Epoch 2/2 Discriminator loss: 1.5685 Generator loss: 1.6690 Epoch 2/2 Discriminator loss: 1.2941 Generator loss: 0.4935 Epoch 2/2 Discriminator loss: 1.2244 Generator loss: 1.0383 Epoch 2/2 Discriminator loss: 1.2607 Generator loss: 1.3342
Epoch 2/2 Discriminator loss: 1.5501 Generator loss: 0.3871 Epoch 2/2 Discriminator loss: 1.2363 Generator loss: 1.1959 Epoch 2/2 Discriminator loss: 1.2821 Generator loss: 0.7721 Epoch 2/2 Discriminator loss: 1.4026 Generator loss: 0.7370 Epoch 2/2 Discriminator loss: 1.2817 Generator loss: 0.7918 Epoch 2/2 Discriminator loss: 1.2478 Generator loss: 0.9032 Epoch 2/2 Discriminator loss: 1.2573 Generator loss: 0.7373 Epoch 2/2 Discriminator loss: 1.3631 Generator loss: 0.8932 Epoch 2/2 Discriminator loss: 1.2854 Generator loss: 0.7145 Epoch 2/2 Discriminator loss: 1.3907 Generator loss: 0.9829 Epoch 2/2 Discriminator loss: 1.1387 Generator loss: 0.7948 Epoch 2/2 Discriminator loss: 1.3232 Generator loss: 0.6540 Epoch 2/2 Discriminator loss: 1.3967 Generator loss: 0.6929 Epoch 2/2 Discriminator loss: 1.4456 Generator loss: 1.1909 Epoch 2/2 Discriminator loss: 1.3735 Generator loss: 0.6448 Epoch 2/2 Discriminator loss: 1.5165 Generator loss: 0.5611 Epoch 2/2 Discriminator loss: 1.2540 Generator loss: 1.4724 Epoch 2/2 Discriminator loss: 1.2933 Generator loss: 0.5185 Epoch 2/2 Discriminator loss: 1.1042 Generator loss: 1.0641 Epoch 2/2 Discriminator loss: 1.1887 Generator loss: 0.7987
Epoch 2/2 Discriminator loss: 1.3892 Generator loss: 0.6011 Epoch 2/2 Discriminator loss: 1.1185 Generator loss: 0.8721 Epoch 2/2 Discriminator loss: 1.1595 Generator loss: 0.6984 Epoch 2/2 Discriminator loss: 1.2894 Generator loss: 1.0918 Epoch 2/2 Discriminator loss: 1.3689 Generator loss: 0.5394 Epoch 2/2 Discriminator loss: 1.4688 Generator loss: 1.4958 Epoch 2/2 Discriminator loss: 1.3931 Generator loss: 0.5134 Epoch 2/2 Discriminator loss: 1.3560 Generator loss: 1.2274 Epoch 2/2 Discriminator loss: 1.4449 Generator loss: 0.4990 Epoch 2/2 Discriminator loss: 1.4009 Generator loss: 1.1542 Epoch 2/2 Discriminator loss: 1.4547 Generator loss: 0.7175 Epoch 2/2 Discriminator loss: 1.3220 Generator loss: 0.6675 Epoch 2/2 Discriminator loss: 1.4028 Generator loss: 0.8735 Epoch 2/2 Discriminator loss: 1.4140 Generator loss: 0.5671 Epoch 2/2 Discriminator loss: 1.1262 Generator loss: 1.4329 Epoch 2/2 Discriminator loss: 1.1470 Generator loss: 0.7851 Epoch 2/2 Discriminator loss: 1.3376 Generator loss: 1.1439 Epoch 2/2 Discriminator loss: 1.1798 Generator loss: 0.8411 Epoch 2/2 Discriminator loss: 1.1367 Generator loss: 1.1693 Epoch 2/2 Discriminator loss: 1.0546 Generator loss: 0.8954
Epoch 2/2 Discriminator loss: 1.4869 Generator loss: 0.7017 Epoch 2/2 Discriminator loss: 1.1855 Generator loss: 1.3876 Epoch 2/2 Discriminator loss: 1.2158 Generator loss: 0.5689 Epoch 2/2 Discriminator loss: 1.5176 Generator loss: 1.2897 Epoch 2/2 Discriminator loss: 1.4742 Generator loss: 0.3934 Epoch 2/2 Discriminator loss: 1.5792 Generator loss: 1.4382 Epoch 2/2 Discriminator loss: 1.1384 Generator loss: 0.7633 Epoch 2/2 Discriminator loss: 1.2608 Generator loss: 0.7652 Epoch 2/2 Discriminator loss: 1.2900 Generator loss: 0.9545 Epoch 2/2 Discriminator loss: 1.2009 Generator loss: 0.8934 Epoch 2/2 Discriminator loss: 1.0302 Generator loss: 0.5025 Epoch 2/2 Discriminator loss: 1.2044 Generator loss: 1.1552 Epoch 2/2 Discriminator loss: 1.1502 Generator loss: 0.9193 Epoch 2/2 Discriminator loss: 1.0799 Generator loss: 0.7921 Epoch 2/2 Discriminator loss: 1.3518 Generator loss: 0.9880 Epoch 2/2 Discriminator loss: 1.2530 Generator loss: 0.6603 Epoch 2/2 Discriminator loss: 1.2257 Generator loss: 0.7712 Epoch 2/2 Discriminator loss: 1.4807 Generator loss: 1.0504 Epoch 2/2 Discriminator loss: 1.7297 Generator loss: 0.3239 Epoch 2/2 Discriminator loss: 1.5147 Generator loss: 1.2060
Epoch 2/2 Discriminator loss: 1.4356 Generator loss: 0.7541 Epoch 2/2 Discriminator loss: 1.3803 Generator loss: 0.6079 Epoch 2/2 Discriminator loss: 1.2964 Generator loss: 0.9459 Epoch 2/2 Discriminator loss: 1.3864 Generator loss: 0.6805 Epoch 2/2 Discriminator loss: 1.0805 Generator loss: 0.9188 Epoch 2/2 Discriminator loss: 1.1796 Generator loss: 0.9893 Epoch 2/2 Discriminator loss: 1.0899 Generator loss: 1.0351 Epoch 2/2 Discriminator loss: 1.2289 Generator loss: 0.7274 Epoch 2/2 Discriminator loss: 1.1664 Generator loss: 0.6984 Epoch 2/2 Discriminator loss: 1.4561 Generator loss: 1.2468 Epoch 2/2 Discriminator loss: 1.3983 Generator loss: 0.4337 Epoch 2/2 Discriminator loss: 1.4908 Generator loss: 1.5066 Epoch 2/2 Discriminator loss: 1.3735 Generator loss: 0.5719 Epoch 2/2 Discriminator loss: 1.3492 Generator loss: 1.4143 Epoch 2/2 Discriminator loss: 1.2241 Generator loss: 0.7537 Epoch 2/2 Discriminator loss: 1.3316 Generator loss: 1.0764 Epoch 2/2 Discriminator loss: 1.4511 Generator loss: 0.5407 Epoch 2/2 Discriminator loss: 1.3592 Generator loss: 0.9811 Epoch 2/2 Discriminator loss: 1.3799 Generator loss: 0.6728 Epoch 2/2 Discriminator loss: 1.1793 Generator loss: 0.8528
Epoch 2/2 Discriminator loss: 1.2209 Generator loss: 1.0728 Epoch 2/2 Discriminator loss: 1.1867 Generator loss: 0.7339 Epoch 2/2 Discriminator loss: 1.5510 Generator loss: 1.2886 Epoch 2/2 Discriminator loss: 1.5783 Generator loss: 0.3721 Epoch 2/2 Discriminator loss: 1.6020 Generator loss: 1.3017 Epoch 2/2 Discriminator loss: 1.4014 Generator loss: 0.4587 Epoch 2/2 Discriminator loss: 1.4022 Generator loss: 0.9194 Epoch 2/2 Discriminator loss: 1.1640 Generator loss: 1.0235 Epoch 2/2 Discriminator loss: 1.2547 Generator loss: 0.7176 Epoch 2/2 Discriminator loss: 1.2031 Generator loss: 0.8826 Epoch 2/2 Discriminator loss: 1.0199 Generator loss: 1.3482 Epoch 2/2 Discriminator loss: 1.1836 Generator loss: 0.6894 Epoch 2/2 Discriminator loss: 1.3303 Generator loss: 1.0687 Epoch 2/2 Discriminator loss: 1.1635 Generator loss: 0.8621 Epoch 2/2 Discriminator loss: 1.2545 Generator loss: 0.8062 Epoch 2/2 Discriminator loss: 1.1263 Generator loss: 1.1986 Epoch 2/2 Discriminator loss: 1.2682 Generator loss: 0.6837 Epoch 2/2 Discriminator loss: 1.2667 Generator loss: 0.8519 Epoch 2/2 Discriminator loss: 1.1917 Generator loss: 1.4286 Epoch 2/2 Discriminator loss: 1.4321 Generator loss: 0.5318
Epoch 2/2 Discriminator loss: 1.1627 Generator loss: 1.0747 Epoch 2/2 Discriminator loss: 1.1164 Generator loss: 0.6728 Epoch 2/2 Discriminator loss: 1.0434 Generator loss: 0.9541 Epoch 2/2 Discriminator loss: 1.3404 Generator loss: 0.5866 Epoch 2/2 Discriminator loss: 1.5262 Generator loss: 0.9226 Epoch 2/2 Discriminator loss: 1.4840 Generator loss: 0.4642 Epoch 2/2 Discriminator loss: 1.7019 Generator loss: 1.7933 Epoch 2/2 Discriminator loss: 1.7560 Generator loss: 0.2678 Epoch 2/2 Discriminator loss: 1.3771 Generator loss: 1.2474 Epoch 2/2 Discriminator loss: 1.3682 Generator loss: 0.7112 Epoch 2/2 Discriminator loss: 1.4173 Generator loss: 0.5981 Epoch 2/2 Discriminator loss: 1.3018 Generator loss: 0.9862 Epoch 2/2 Discriminator loss: 1.4053 Generator loss: 0.4766 Epoch 2/2 Discriminator loss: 1.3081 Generator loss: 1.3496 Epoch 2/2 Discriminator loss: 1.3731 Generator loss: 0.5328 Epoch 2/2 Discriminator loss: 1.1792 Generator loss: 0.7630 Epoch 2/2 Discriminator loss: 1.4728 Generator loss: 0.7648 Epoch 2/2 Discriminator loss: 1.3597 Generator loss: 0.6129 Epoch 2/2 Discriminator loss: 1.2663 Generator loss: 1.6467 Epoch 2/2 Discriminator loss: 1.1192 Generator loss: 0.5581
Epoch 2/2 Discriminator loss: 1.4905 Generator loss: 1.1876 Epoch 2/2 Discriminator loss: 1.3766 Generator loss: 0.6712 Epoch 2/2 Discriminator loss: 1.3090 Generator loss: 0.9063 Epoch 2/2 Discriminator loss: 1.2261 Generator loss: 0.9586 Epoch 2/2 Discriminator loss: 1.2407 Generator loss: 0.5322 Epoch 2/2 Discriminator loss: 1.1579 Generator loss: 1.0863 Epoch 2/2 Discriminator loss: 0.9790 Generator loss: 1.1860 Epoch 2/2 Discriminator loss: 1.3308 Generator loss: 0.4712 Epoch 2/2 Discriminator loss: 1.1732 Generator loss: 1.0926 Epoch 2/2 Discriminator loss: 1.2221 Generator loss: 0.7799 Epoch 2/2 Discriminator loss: 1.1545 Generator loss: 0.8012 Epoch 2/2 Discriminator loss: 1.0013 Generator loss: 0.8705 Epoch 2/2 Discriminator loss: 1.2589 Generator loss: 0.7629 Epoch 2/2 Discriminator loss: 1.2189 Generator loss: 0.9477 Epoch 2/2 Discriminator loss: 1.1998 Generator loss: 1.0324 Epoch 2/2 Discriminator loss: 1.4338 Generator loss: 0.6424 Epoch 2/2 Discriminator loss: 1.3492 Generator loss: 0.8162 Epoch 2/2 Discriminator loss: 1.1818 Generator loss: 1.0072 Epoch 2/2 Discriminator loss: 1.3023 Generator loss: 0.7933 Epoch 2/2 Discriminator loss: 1.2230 Generator loss: 0.8671
Epoch 2/2 Discriminator loss: 1.1160 Generator loss: 1.0811 Epoch 2/2 Discriminator loss: 1.4828 Generator loss: 0.3337 Epoch 2/2 Discriminator loss: 1.7602 Generator loss: 2.1350 Epoch 2/2 Discriminator loss: 1.8452 Generator loss: 0.2686 Epoch 2/2 Discriminator loss: 1.1901 Generator loss: 1.0744 Epoch 2/2 Discriminator loss: 1.1490 Generator loss: 1.2677 Epoch 2/2 Discriminator loss: 1.1407 Generator loss: 0.7572 Epoch 2/2 Discriminator loss: 1.2742 Generator loss: 0.7801 Epoch 2/2 Discriminator loss: 1.2715 Generator loss: 0.9153 Epoch 2/2 Discriminator loss: 1.4180 Generator loss: 0.7489 Epoch 2/2 Discriminator loss: 1.3832 Generator loss: 0.6790 Epoch 2/2 Discriminator loss: 1.2750 Generator loss: 0.8355 Epoch 2/2 Discriminator loss: 1.3248 Generator loss: 1.0693 Epoch 2/2 Discriminator loss: 1.3329 Generator loss: 0.6914 Epoch 2/2 Discriminator loss: 1.1000 Generator loss: 1.2329 Epoch 2/2 Discriminator loss: 1.3483 Generator loss: 0.6273 Epoch 2/2 Discriminator loss: 1.3734 Generator loss: 0.7380 Epoch 2/2 Discriminator loss: 1.1837 Generator loss: 0.9117 Epoch 2/2 Discriminator loss: 1.1040 Generator loss: 0.7571 Epoch 2/2 Discriminator loss: 0.9986 Generator loss: 1.1020
Epoch 2/2 Discriminator loss: 1.0928 Generator loss: 1.0253 Epoch 2/2 Discriminator loss: 1.2697 Generator loss: 0.7437 Epoch 2/2 Discriminator loss: 1.3588 Generator loss: 0.7621 Epoch 2/2 Discriminator loss: 1.0127 Generator loss: 0.8631 Epoch 2/2 Discriminator loss: 1.1732 Generator loss: 0.8657 Epoch 2/2 Discriminator loss: 1.3019 Generator loss: 1.3206 Epoch 2/2 Discriminator loss: 1.5850 Generator loss: 0.3520 Epoch 2/2 Discriminator loss: 1.2377 Generator loss: 1.6012 Epoch 2/2 Discriminator loss: 1.1231 Generator loss: 0.7234 Epoch 2/2 Discriminator loss: 1.0726 Generator loss: 1.0322 Epoch 2/2 Discriminator loss: 1.0679 Generator loss: 0.9996 Epoch 2/2 Discriminator loss: 1.1572 Generator loss: 0.7524 Epoch 2/2 Discriminator loss: 1.1196 Generator loss: 0.8075 Epoch 2/2 Discriminator loss: 1.4392 Generator loss: 0.4490 Epoch 2/2 Discriminator loss: 1.3789 Generator loss: 1.3857 Epoch 2/2 Discriminator loss: 1.7336 Generator loss: 0.3424 Epoch 2/2 Discriminator loss: 1.1851 Generator loss: 1.5745 Epoch 2/2 Discriminator loss: 1.3552 Generator loss: 0.7985 Epoch 2/2 Discriminator loss: 1.0841 Generator loss: 0.9376 Epoch 2/2 Discriminator loss: 1.2528 Generator loss: 1.5011
Epoch 2/2 Discriminator loss: 1.5865 Generator loss: 0.4399 Epoch 2/2 Discriminator loss: 1.3909 Generator loss: 1.0970 Epoch 2/2 Discriminator loss: 1.3797 Generator loss: 0.7303 Epoch 2/2 Discriminator loss: 1.3440 Generator loss: 0.6947 Epoch 2/2 Discriminator loss: 1.3328 Generator loss: 0.8971 Epoch 2/2 Discriminator loss: 1.3317 Generator loss: 0.8086 Epoch 2/2 Discriminator loss: 1.1828 Generator loss: 0.7496 Epoch 2/2 Discriminator loss: 1.1963 Generator loss: 0.7923 Epoch 2/2 Discriminator loss: 1.2200 Generator loss: 0.6789 Epoch 2/2 Discriminator loss: 1.1054 Generator loss: 1.0563 Epoch 2/2 Discriminator loss: 1.0312 Generator loss: 0.8470 Epoch 2/2 Discriminator loss: 1.4657 Generator loss: 0.5014 Epoch 2/2 Discriminator loss: 1.2558 Generator loss: 1.5244 Epoch 2/2 Discriminator loss: 1.7154 Generator loss: 0.3573 Epoch 2/2 Discriminator loss: 1.4969 Generator loss: 1.4696 Epoch 2/2 Discriminator loss: 1.5407 Generator loss: 0.5179
Run your GANs on CelebA. It will take around 20 minutes on the average GPU to run one epoch. You can run the whole epoch or stop when it starts to generate realistic faces.
batch_size = 128
z_dim = 100
learning_rate = 0.0002
beta1 = 0.5
"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
epochs = 1
celeba_dataset = helper.Dataset('celeba', glob(os.path.join(data_dir, 'img_align_celeba/*.jpg')))
with tf.Graph().as_default():
train(epochs, batch_size, z_dim, learning_rate, beta1, celeba_dataset.get_batches,
celeba_dataset.shape, celeba_dataset.image_mode)
Epoch 1/1 Discriminator loss: 1.8545 Generator loss: 0.3563
Epoch 1/1 Discriminator loss: 0.8124 Generator loss: 2.5240 Epoch 1/1 Discriminator loss: 0.6391 Generator loss: 2.0169 Epoch 1/1 Discriminator loss: 0.4142 Generator loss: 1.9636 Epoch 1/1 Discriminator loss: 0.3166 Generator loss: 2.9372 Epoch 1/1 Discriminator loss: 0.2691 Generator loss: 3.0827 Epoch 1/1 Discriminator loss: 0.2800 Generator loss: 2.7259 Epoch 1/1 Discriminator loss: 0.2579 Generator loss: 3.4499 Epoch 1/1 Discriminator loss: 0.1406 Generator loss: 3.7267 Epoch 1/1 Discriminator loss: 1.3459 Generator loss: 0.6425 Epoch 1/1 Discriminator loss: 1.3725 Generator loss: 9.2074 Epoch 1/1 Discriminator loss: 0.4733 Generator loss: 1.8617 Epoch 1/1 Discriminator loss: 0.1177 Generator loss: 4.5872 Epoch 1/1 Discriminator loss: 0.8277 Generator loss: 1.3502 Epoch 1/1 Discriminator loss: 0.2171 Generator loss: 8.9523 Epoch 1/1 Discriminator loss: 0.3239 Generator loss: 3.5464 Epoch 1/1 Discriminator loss: 2.0811 Generator loss: 0.3815 Epoch 1/1 Discriminator loss: 2.4499 Generator loss: 14.7877 Epoch 1/1 Discriminator loss: 0.1492 Generator loss: 6.2942 Epoch 1/1 Discriminator loss: 6.7153 Generator loss: 0.0115
Epoch 1/1 Discriminator loss: 0.9689 Generator loss: 6.8048 Epoch 1/1 Discriminator loss: 1.4254 Generator loss: 1.5970 Epoch 1/1 Discriminator loss: 1.6526 Generator loss: 1.3414 Epoch 1/1 Discriminator loss: 1.3599 Generator loss: 3.9643 Epoch 1/1 Discriminator loss: 1.8715 Generator loss: 0.6020 Epoch 1/1 Discriminator loss: 1.2324 Generator loss: 6.5415 Epoch 1/1 Discriminator loss: 1.5944 Generator loss: 0.8846 Epoch 1/1 Discriminator loss: 0.9125 Generator loss: 3.2050 Epoch 1/1 Discriminator loss: 0.8914 Generator loss: 1.6605 Epoch 1/1 Discriminator loss: 1.3678 Generator loss: 1.3989 Epoch 1/1 Discriminator loss: 1.7390 Generator loss: 1.7252 Epoch 1/1 Discriminator loss: 3.0580 Generator loss: 0.3999 Epoch 1/1 Discriminator loss: 3.2611 Generator loss: 4.5681 Epoch 1/1 Discriminator loss: 3.6680 Generator loss: 0.1362 Epoch 1/1 Discriminator loss: 1.7782 Generator loss: 2.7195 Epoch 1/1 Discriminator loss: 1.9068 Generator loss: 1.0944 Epoch 1/1 Discriminator loss: 1.4524 Generator loss: 1.7045 Epoch 1/1 Discriminator loss: 1.3590 Generator loss: 1.1997 Epoch 1/1 Discriminator loss: 1.4264 Generator loss: 1.2851 Epoch 1/1 Discriminator loss: 1.6510 Generator loss: 1.4887
Epoch 1/1 Discriminator loss: 2.1196 Generator loss: 0.7386 Epoch 1/1 Discriminator loss: 1.2341 Generator loss: 2.0225 Epoch 1/1 Discriminator loss: 1.8119 Generator loss: 0.8495 Epoch 1/1 Discriminator loss: 1.6030 Generator loss: 2.8253 Epoch 1/1 Discriminator loss: 1.7529 Generator loss: 0.6302 Epoch 1/1 Discriminator loss: 1.3393 Generator loss: 1.7225 Epoch 1/1 Discriminator loss: 1.3545 Generator loss: 1.1789 Epoch 1/1 Discriminator loss: 1.2090 Generator loss: 1.9438 Epoch 1/1 Discriminator loss: 1.2461 Generator loss: 0.9931 Epoch 1/1 Discriminator loss: 1.3076 Generator loss: 1.7878 Epoch 1/1 Discriminator loss: 1.4280 Generator loss: 1.0870 Epoch 1/1 Discriminator loss: 1.4076 Generator loss: 2.4307 Epoch 1/1 Discriminator loss: 1.4278 Generator loss: 0.9847 Epoch 1/1 Discriminator loss: 1.1439 Generator loss: 2.4285 Epoch 1/1 Discriminator loss: 1.7940 Generator loss: 0.4784 Epoch 1/1 Discriminator loss: 1.6226 Generator loss: 4.0878 Epoch 1/1 Discriminator loss: 1.4743 Generator loss: 0.7419 Epoch 1/1 Discriminator loss: 1.2309 Generator loss: 1.2494 Epoch 1/1 Discriminator loss: 1.3579 Generator loss: 2.6765 Epoch 1/1 Discriminator loss: 2.5649 Generator loss: 0.2452
Epoch 1/1 Discriminator loss: 1.6532 Generator loss: 3.1526 Epoch 1/1 Discriminator loss: 1.9189 Generator loss: 0.4433 Epoch 1/1 Discriminator loss: 1.5294 Generator loss: 2.2155 Epoch 1/1 Discriminator loss: 1.6093 Generator loss: 0.7358 Epoch 1/1 Discriminator loss: 0.8473 Generator loss: 1.8885 Epoch 1/1 Discriminator loss: 1.2265 Generator loss: 1.1328 Epoch 1/1 Discriminator loss: 1.4633 Generator loss: 1.0972 Epoch 1/1 Discriminator loss: 1.5584 Generator loss: 1.3921 Epoch 1/1 Discriminator loss: 1.5806 Generator loss: 0.6928 Epoch 1/1 Discriminator loss: 1.3728 Generator loss: 1.4378 Epoch 1/1 Discriminator loss: 1.3193 Generator loss: 1.1556 Epoch 1/1 Discriminator loss: 1.3725 Generator loss: 1.2479 Epoch 1/1 Discriminator loss: 1.3418 Generator loss: 1.1072 Epoch 1/1 Discriminator loss: 1.7589 Generator loss: 0.5310 Epoch 1/1 Discriminator loss: 1.4913 Generator loss: 1.9206 Epoch 1/1 Discriminator loss: 1.8834 Generator loss: 0.6590 Epoch 1/1 Discriminator loss: 1.7407 Generator loss: 1.1766 Epoch 1/1 Discriminator loss: 1.7211 Generator loss: 1.0689 Epoch 1/1 Discriminator loss: 1.6334 Generator loss: 0.6698 Epoch 1/1 Discriminator loss: 2.0583 Generator loss: 1.0895
Epoch 1/1 Discriminator loss: 1.5336 Generator loss: 1.0839 Epoch 1/1 Discriminator loss: 1.3164 Generator loss: 1.2817 Epoch 1/1 Discriminator loss: 1.3801 Generator loss: 1.3004 Epoch 1/1 Discriminator loss: 1.8407 Generator loss: 0.4734 Epoch 1/1 Discriminator loss: 1.7742 Generator loss: 2.6494 Epoch 1/1 Discriminator loss: 2.1239 Generator loss: 0.3428 Epoch 1/1 Discriminator loss: 1.6328 Generator loss: 2.3797 Epoch 1/1 Discriminator loss: 1.6879 Generator loss: 0.6629 Epoch 1/1 Discriminator loss: 1.1005 Generator loss: 1.3293 Epoch 1/1 Discriminator loss: 1.2366 Generator loss: 1.0524 Epoch 1/1 Discriminator loss: 1.4360 Generator loss: 1.3278 Epoch 1/1 Discriminator loss: 1.1087 Generator loss: 1.1499 Epoch 1/1 Discriminator loss: 1.3976 Generator loss: 0.9164 Epoch 1/1 Discriminator loss: 1.1421 Generator loss: 1.9185 Epoch 1/1 Discriminator loss: 1.1776 Generator loss: 1.1178 Epoch 1/1 Discriminator loss: 1.1850 Generator loss: 1.2296 Epoch 1/1 Discriminator loss: 1.3445 Generator loss: 0.9204 Epoch 1/1 Discriminator loss: 1.3402 Generator loss: 1.3736 Epoch 1/1 Discriminator loss: 1.2763 Generator loss: 0.8635 Epoch 1/1 Discriminator loss: 1.1736 Generator loss: 1.6555
Epoch 1/1 Discriminator loss: 1.5666 Generator loss: 0.6891 Epoch 1/1 Discriminator loss: 1.1406 Generator loss: 1.3334 Epoch 1/1 Discriminator loss: 1.1858 Generator loss: 1.0899 Epoch 1/1 Discriminator loss: 1.0984 Generator loss: 1.2969 Epoch 1/1 Discriminator loss: 1.5534 Generator loss: 0.5105 Epoch 1/1 Discriminator loss: 1.7504 Generator loss: 1.7381 Epoch 1/1 Discriminator loss: 1.7519 Generator loss: 0.6672 Epoch 1/1 Discriminator loss: 1.4800 Generator loss: 0.9502 Epoch 1/1 Discriminator loss: 1.4506 Generator loss: 0.9622 Epoch 1/1 Discriminator loss: 1.5753 Generator loss: 0.9209 Epoch 1/1 Discriminator loss: 1.5643 Generator loss: 0.8322 Epoch 1/1 Discriminator loss: 1.6383 Generator loss: 1.0820 Epoch 1/1 Discriminator loss: 1.8625 Generator loss: 0.7957 Epoch 1/1 Discriminator loss: 1.9914 Generator loss: 0.7808 Epoch 1/1 Discriminator loss: 1.8213 Generator loss: 1.1007 Epoch 1/1 Discriminator loss: 1.5787 Generator loss: 1.0784 Epoch 1/1 Discriminator loss: 1.3682 Generator loss: 1.0454 Epoch 1/1 Discriminator loss: 1.2573 Generator loss: 1.0188 Epoch 1/1 Discriminator loss: 0.9662 Generator loss: 1.9410 Epoch 1/1 Discriminator loss: 1.1836 Generator loss: 0.8727
Epoch 1/1 Discriminator loss: 0.9063 Generator loss: 2.1529 Epoch 1/1 Discriminator loss: 0.9440 Generator loss: 1.3529 Epoch 1/1 Discriminator loss: 1.1896 Generator loss: 0.8078 Epoch 1/1 Discriminator loss: 1.0803 Generator loss: 1.4434 Epoch 1/1 Discriminator loss: 0.8706 Generator loss: 1.9546 Epoch 1/1 Discriminator loss: 1.1463 Generator loss: 0.7414 Epoch 1/1 Discriminator loss: 1.2491 Generator loss: 1.3778 Epoch 1/1 Discriminator loss: 1.0824 Generator loss: 1.2488 Epoch 1/1 Discriminator loss: 0.9400 Generator loss: 1.4211 Epoch 1/1 Discriminator loss: 0.9125 Generator loss: 1.4503 Epoch 1/1 Discriminator loss: 0.9697 Generator loss: 1.4487 Epoch 1/1 Discriminator loss: 1.1612 Generator loss: 0.8077 Epoch 1/1 Discriminator loss: 1.1030 Generator loss: 1.1834 Epoch 1/1 Discriminator loss: 0.9189 Generator loss: 1.2783 Epoch 1/1 Discriminator loss: 0.8710 Generator loss: 1.2271 Epoch 1/1 Discriminator loss: 0.8152 Generator loss: 1.6359 Epoch 1/1 Discriminator loss: 1.1780 Generator loss: 0.8949 Epoch 1/1 Discriminator loss: 0.9879 Generator loss: 1.4188 Epoch 1/1 Discriminator loss: 1.5235 Generator loss: 0.6387 Epoch 1/1 Discriminator loss: 1.5274 Generator loss: 2.4652
Epoch 1/1 Discriminator loss: 1.8631 Generator loss: 0.3679 Epoch 1/1 Discriminator loss: 1.4471 Generator loss: 1.4249 Epoch 1/1 Discriminator loss: 1.4697 Generator loss: 0.9529 Epoch 1/1 Discriminator loss: 1.4683 Generator loss: 0.7719 Epoch 1/1 Discriminator loss: 1.6335 Generator loss: 1.1950 Epoch 1/1 Discriminator loss: 1.3630 Generator loss: 0.8001 Epoch 1/1 Discriminator loss: 1.2356 Generator loss: 1.2192 Epoch 1/1 Discriminator loss: 1.3844 Generator loss: 0.8774 Epoch 1/1 Discriminator loss: 1.3027 Generator loss: 1.0249 Epoch 1/1 Discriminator loss: 1.3392 Generator loss: 1.6229 Epoch 1/1 Discriminator loss: 1.3534 Generator loss: 0.7783 Epoch 1/1 Discriminator loss: 1.6664 Generator loss: 0.6335 Epoch 1/1 Discriminator loss: 1.5333 Generator loss: 1.0977 Epoch 1/1 Discriminator loss: 1.6812 Generator loss: 0.7811 Epoch 1/1 Discriminator loss: 1.6339 Generator loss: 0.7048 Epoch 1/1 Discriminator loss: 1.2130 Generator loss: 1.2849 Epoch 1/1 Discriminator loss: 1.1897 Generator loss: 1.0825 Epoch 1/1 Discriminator loss: 1.3642 Generator loss: 0.9231 Epoch 1/1 Discriminator loss: 1.3728 Generator loss: 0.8471 Epoch 1/1 Discriminator loss: 1.4636 Generator loss: 0.9313
Epoch 1/1 Discriminator loss: 1.3128 Generator loss: 1.3142 Epoch 1/1 Discriminator loss: 1.4155 Generator loss: 0.9626 Epoch 1/1 Discriminator loss: 1.0855 Generator loss: 1.3992 Epoch 1/1 Discriminator loss: 1.3647 Generator loss: 0.6979 Epoch 1/1 Discriminator loss: 1.1737 Generator loss: 0.9885 Epoch 1/1 Discriminator loss: 1.3987 Generator loss: 0.8672 Epoch 1/1 Discriminator loss: 1.6362 Generator loss: 0.6670 Epoch 1/1 Discriminator loss: 1.4038 Generator loss: 0.7413 Epoch 1/1 Discriminator loss: 1.0789 Generator loss: 1.1381 Epoch 1/1 Discriminator loss: 1.1367 Generator loss: 1.0041 Epoch 1/1 Discriminator loss: 1.2700 Generator loss: 0.7890 Epoch 1/1 Discriminator loss: 1.4250 Generator loss: 0.7972 Epoch 1/1 Discriminator loss: 1.2528 Generator loss: 0.8810 Epoch 1/1 Discriminator loss: 1.2663 Generator loss: 1.0137 Epoch 1/1 Discriminator loss: 1.3626 Generator loss: 0.8556 Epoch 1/1 Discriminator loss: 1.7199 Generator loss: 0.5725 Epoch 1/1 Discriminator loss: 1.9309 Generator loss: 1.0765 Epoch 1/1 Discriminator loss: 1.9533 Generator loss: 0.9559 Epoch 1/1 Discriminator loss: 1.4777 Generator loss: 1.2976 Epoch 1/1 Discriminator loss: 1.5786 Generator loss: 0.5456
Epoch 1/1 Discriminator loss: 1.4352 Generator loss: 1.3611 Epoch 1/1 Discriminator loss: 1.3010 Generator loss: 1.0293 Epoch 1/1 Discriminator loss: 1.3202 Generator loss: 0.8676 Epoch 1/1 Discriminator loss: 1.1211 Generator loss: 0.9773 Epoch 1/1 Discriminator loss: 1.1124 Generator loss: 0.9738 Epoch 1/1 Discriminator loss: 1.0776 Generator loss: 0.9769 Epoch 1/1 Discriminator loss: 1.1164 Generator loss: 1.0656 Epoch 1/1 Discriminator loss: 1.4254 Generator loss: 0.8050 Epoch 1/1 Discriminator loss: 1.1635 Generator loss: 1.4029 Epoch 1/1 Discriminator loss: 1.6502 Generator loss: 0.4494 Epoch 1/1 Discriminator loss: 1.4401 Generator loss: 1.3311 Epoch 1/1 Discriminator loss: 1.5092 Generator loss: 1.2872 Epoch 1/1 Discriminator loss: 1.3927 Generator loss: 0.7223 Epoch 1/1 Discriminator loss: 1.1668 Generator loss: 1.3947 Epoch 1/1 Discriminator loss: 1.3778 Generator loss: 0.6932 Epoch 1/1 Discriminator loss: 1.2885 Generator loss: 1.2888 Epoch 1/1 Discriminator loss: 1.2233 Generator loss: 0.9502 Epoch 1/1 Discriminator loss: 1.0906 Generator loss: 1.1182 Epoch 1/1 Discriminator loss: 1.3839 Generator loss: 0.9617 Epoch 1/1 Discriminator loss: 1.2770 Generator loss: 1.1743
Epoch 1/1 Discriminator loss: 1.2832 Generator loss: 0.6990 Epoch 1/1 Discriminator loss: 1.3891 Generator loss: 0.8666 Epoch 1/1 Discriminator loss: 1.5914 Generator loss: 0.8642 Epoch 1/1 Discriminator loss: 1.4774 Generator loss: 0.6931 Epoch 1/1 Discriminator loss: 1.4822 Generator loss: 0.8759 Epoch 1/1 Discriminator loss: 1.3818 Generator loss: 0.8106 Epoch 1/1 Discriminator loss: 0.9493 Generator loss: 0.9922 Epoch 1/1 Discriminator loss: 1.0113 Generator loss: 1.0239 Epoch 1/1 Discriminator loss: 1.1281 Generator loss: 0.8623 Epoch 1/1 Discriminator loss: 1.2472 Generator loss: 0.8733 Epoch 1/1 Discriminator loss: 1.4216 Generator loss: 0.9726 Epoch 1/1 Discriminator loss: 1.8267 Generator loss: 0.6127 Epoch 1/1 Discriminator loss: 1.8848 Generator loss: 0.8145 Epoch 1/1 Discriminator loss: 2.0654 Generator loss: 0.5678 Epoch 1/1 Discriminator loss: 1.8885 Generator loss: 0.7795 Epoch 1/1 Discriminator loss: 1.7791 Generator loss: 0.9928 Epoch 1/1 Discriminator loss: 1.8525 Generator loss: 0.5859 Epoch 1/1 Discriminator loss: 1.5340 Generator loss: 1.5260 Epoch 1/1 Discriminator loss: 1.2079 Generator loss: 0.9808 Epoch 1/1 Discriminator loss: 1.1799 Generator loss: 0.8687
Epoch 1/1 Discriminator loss: 1.0755 Generator loss: 1.1937 Epoch 1/1 Discriminator loss: 1.2872 Generator loss: 0.9351 Epoch 1/1 Discriminator loss: 1.2449 Generator loss: 1.0240 Epoch 1/1 Discriminator loss: 1.5178 Generator loss: 0.9031 Epoch 1/1 Discriminator loss: 1.2350 Generator loss: 0.8526 Epoch 1/1 Discriminator loss: 1.5119 Generator loss: 0.9250 Epoch 1/1 Discriminator loss: 1.3835 Generator loss: 0.8657 Epoch 1/1 Discriminator loss: 1.5387 Generator loss: 0.7614 Epoch 1/1 Discriminator loss: 1.1039 Generator loss: 1.1872 Epoch 1/1 Discriminator loss: 1.2881 Generator loss: 0.9759 Epoch 1/1 Discriminator loss: 1.1907 Generator loss: 0.8442 Epoch 1/1 Discriminator loss: 0.9611 Generator loss: 1.0503 Epoch 1/1 Discriminator loss: 0.9855 Generator loss: 1.3572 Epoch 1/1 Discriminator loss: 0.9996 Generator loss: 1.0629 Epoch 1/1 Discriminator loss: 1.1407 Generator loss: 1.0118 Epoch 1/1 Discriminator loss: 1.3119 Generator loss: 1.2000 Epoch 1/1 Discriminator loss: 1.3901 Generator loss: 0.7549 Epoch 1/1 Discriminator loss: 1.4573 Generator loss: 0.9968 Epoch 1/1 Discriminator loss: 1.3632 Generator loss: 0.8400 Epoch 1/1 Discriminator loss: 1.4400 Generator loss: 0.6498
Epoch 1/1 Discriminator loss: 1.7000 Generator loss: 0.7098 Epoch 1/1 Discriminator loss: 1.9596 Generator loss: 0.5908 Epoch 1/1 Discriminator loss: 1.5978 Generator loss: 1.0125 Epoch 1/1 Discriminator loss: 1.4326 Generator loss: 0.8726 Epoch 1/1 Discriminator loss: 1.5462 Generator loss: 0.6627 Epoch 1/1 Discriminator loss: 1.1546 Generator loss: 1.4464 Epoch 1/1 Discriminator loss: 1.1397 Generator loss: 1.0505 Epoch 1/1 Discriminator loss: 1.3591 Generator loss: 0.9653 Epoch 1/1 Discriminator loss: 1.2787 Generator loss: 0.8944 Epoch 1/1 Discriminator loss: 1.4297 Generator loss: 0.8658 Epoch 1/1 Discriminator loss: 1.4891 Generator loss: 0.8281 Epoch 1/1 Discriminator loss: 1.3519 Generator loss: 1.0477 Epoch 1/1 Discriminator loss: 1.4052 Generator loss: 0.7665 Epoch 1/1 Discriminator loss: 1.4588 Generator loss: 1.3527 Epoch 1/1 Discriminator loss: 1.7312 Generator loss: 0.4971 Epoch 1/1 Discriminator loss: 1.3117 Generator loss: 1.2608 Epoch 1/1 Discriminator loss: 1.4545 Generator loss: 0.6491 Epoch 1/1 Discriminator loss: 1.3767 Generator loss: 0.8946 Epoch 1/1 Discriminator loss: 1.3465 Generator loss: 0.9081 Epoch 1/1 Discriminator loss: 1.3100 Generator loss: 0.9723
Epoch 1/1 Discriminator loss: 1.5718 Generator loss: 0.7631 Epoch 1/1 Discriminator loss: 1.4201 Generator loss: 0.7200 Epoch 1/1 Discriminator loss: 1.4438 Generator loss: 1.0330 Epoch 1/1 Discriminator loss: 1.7455 Generator loss: 0.4353 Epoch 1/1 Discriminator loss: 1.4285 Generator loss: 1.2105 Epoch 1/1 Discriminator loss: 1.4633 Generator loss: 0.7683 Epoch 1/1 Discriminator loss: 1.4343 Generator loss: 0.8003 Epoch 1/1 Discriminator loss: 1.3668 Generator loss: 0.9777 Epoch 1/1 Discriminator loss: 1.3751 Generator loss: 0.9790 Epoch 1/1 Discriminator loss: 1.6381 Generator loss: 0.6575 Epoch 1/1 Discriminator loss: 1.7428 Generator loss: 0.8007 Epoch 1/1 Discriminator loss: 1.9741 Generator loss: 0.5553 Epoch 1/1 Discriminator loss: 1.8023 Generator loss: 0.7621 Epoch 1/1 Discriminator loss: 1.9902 Generator loss: 0.7193 Epoch 1/1 Discriminator loss: 1.5577 Generator loss: 0.6724 Epoch 1/1 Discriminator loss: 1.4070 Generator loss: 0.9964 Epoch 1/1 Discriminator loss: 1.2619 Generator loss: 0.8799 Epoch 1/1 Discriminator loss: 1.3301 Generator loss: 0.8829 Epoch 1/1 Discriminator loss: 1.1887 Generator loss: 1.0386 Epoch 1/1 Discriminator loss: 1.3744 Generator loss: 0.6420
Epoch 1/1 Discriminator loss: 1.4037 Generator loss: 0.8233 Epoch 1/1 Discriminator loss: 1.2980 Generator loss: 1.0080 Epoch 1/1 Discriminator loss: 1.2962 Generator loss: 0.8453 Epoch 1/1 Discriminator loss: 1.0888 Generator loss: 0.9159 Epoch 1/1 Discriminator loss: 1.1666 Generator loss: 0.8609 Epoch 1/1 Discriminator loss: 1.2062 Generator loss: 0.8848 Epoch 1/1 Discriminator loss: 1.5805 Generator loss: 0.7852 Epoch 1/1 Discriminator loss: 1.3428 Generator loss: 0.9371 Epoch 1/1 Discriminator loss: 1.5790 Generator loss: 0.6478 Epoch 1/1 Discriminator loss: 1.4024 Generator loss: 1.1867 Epoch 1/1 Discriminator loss: 1.3540 Generator loss: 0.8392 Epoch 1/1 Discriminator loss: 1.5394 Generator loss: 0.6516 Epoch 1/1 Discriminator loss: 1.5172 Generator loss: 1.0940 Epoch 1/1 Discriminator loss: 1.5185 Generator loss: 0.7181 Epoch 1/1 Discriminator loss: 1.4371 Generator loss: 0.7974 Epoch 1/1 Discriminator loss: 1.5985 Generator loss: 0.8603 Epoch 1/1 Discriminator loss: 1.5051 Generator loss: 0.6234 Epoch 1/1 Discriminator loss: 1.5779 Generator loss: 1.0333 Epoch 1/1 Discriminator loss: 1.4810 Generator loss: 0.7636 Epoch 1/1 Discriminator loss: 1.8079 Generator loss: 0.5016
Epoch 1/1 Discriminator loss: 1.7271 Generator loss: 1.1432 Epoch 1/1 Discriminator loss: 1.6419 Generator loss: 0.6130 Epoch 1/1 Discriminator loss: 1.3415 Generator loss: 1.1594 Epoch 1/1 Discriminator loss: 1.2052 Generator loss: 0.9297 Epoch 1/1 Discriminator loss: 1.3954 Generator loss: 0.8141 Epoch 1/1 Discriminator loss: 1.3414 Generator loss: 0.8820 Epoch 1/1 Discriminator loss: 1.3252 Generator loss: 1.0262 Epoch 1/1 Discriminator loss: 1.3120 Generator loss: 0.8920 Epoch 1/1 Discriminator loss: 1.4576 Generator loss: 0.8367 Epoch 1/1 Discriminator loss: 1.3141 Generator loss: 1.0002 Epoch 1/1 Discriminator loss: 1.2390 Generator loss: 0.9022 Epoch 1/1 Discriminator loss: 1.5595 Generator loss: 0.6585 Epoch 1/1 Discriminator loss: 1.3983 Generator loss: 0.8066 Epoch 1/1 Discriminator loss: 1.2806 Generator loss: 1.0295 Epoch 1/1 Discriminator loss: 1.2430 Generator loss: 0.9315 Epoch 1/1 Discriminator loss: 1.2568 Generator loss: 0.9605 Epoch 1/1 Discriminator loss: 1.3412 Generator loss: 0.7708 Epoch 1/1 Discriminator loss: 1.2045 Generator loss: 0.9352 Epoch 1/1 Discriminator loss: 1.4006 Generator loss: 0.7657 Epoch 1/1 Discriminator loss: 1.3425 Generator loss: 0.7962
Epoch 1/1 Discriminator loss: 1.4655 Generator loss: 0.8450 Epoch 1/1 Discriminator loss: 1.3054 Generator loss: 0.9259 Epoch 1/1 Discriminator loss: 1.1818 Generator loss: 0.9945 Epoch 1/1 Discriminator loss: 1.2444 Generator loss: 0.8308 Epoch 1/1 Discriminator loss: 1.2230 Generator loss: 0.7836 Epoch 1/1 Discriminator loss: 1.2489 Generator loss: 0.8330 Epoch 1/1 Discriminator loss: 1.3141 Generator loss: 0.8661 Epoch 1/1 Discriminator loss: 1.4924 Generator loss: 0.9082 Epoch 1/1 Discriminator loss: 1.5816 Generator loss: 0.9212 Epoch 1/1 Discriminator loss: 1.5159 Generator loss: 0.8339 Epoch 1/1 Discriminator loss: 1.4801 Generator loss: 0.9722 Epoch 1/1 Discriminator loss: 1.5329 Generator loss: 0.8170 Epoch 1/1 Discriminator loss: 1.3591 Generator loss: 0.9948 Epoch 1/1 Discriminator loss: 1.4324 Generator loss: 0.5633 Epoch 1/1 Discriminator loss: 1.5461 Generator loss: 1.1647 Epoch 1/1 Discriminator loss: 1.6576 Generator loss: 0.7881 Epoch 1/1 Discriminator loss: 1.5709 Generator loss: 0.7154 Epoch 1/1 Discriminator loss: 1.5916 Generator loss: 0.8769 Epoch 1/1 Discriminator loss: 1.4994 Generator loss: 0.8015 Epoch 1/1 Discriminator loss: 1.4583 Generator loss: 0.6808
Epoch 1/1 Discriminator loss: 1.3709 Generator loss: 1.0585 Epoch 1/1 Discriminator loss: 1.3371 Generator loss: 0.8920 Epoch 1/1 Discriminator loss: 1.3238 Generator loss: 0.9700 Epoch 1/1 Discriminator loss: 1.3876 Generator loss: 0.8323 Epoch 1/1 Discriminator loss: 1.2452 Generator loss: 0.9628 Epoch 1/1 Discriminator loss: 1.3967 Generator loss: 0.8084 Epoch 1/1 Discriminator loss: 1.4299 Generator loss: 0.9921 Epoch 1/1 Discriminator loss: 1.2075 Generator loss: 1.1022 Epoch 1/1 Discriminator loss: 1.2401 Generator loss: 0.8269 Epoch 1/1 Discriminator loss: 1.1827 Generator loss: 1.0365 Epoch 1/1 Discriminator loss: 1.3111 Generator loss: 0.8277 Epoch 1/1 Discriminator loss: 1.3535 Generator loss: 0.8705 Epoch 1/1 Discriminator loss: 1.2385 Generator loss: 0.8920 Epoch 1/1 Discriminator loss: 1.3431 Generator loss: 0.8599 Epoch 1/1 Discriminator loss: 1.3784 Generator loss: 0.7510 Epoch 1/1 Discriminator loss: 1.4360 Generator loss: 0.8002 Epoch 1/1 Discriminator loss: 1.5726 Generator loss: 0.6668 Epoch 1/1 Discriminator loss: 1.4587 Generator loss: 0.6505 Epoch 1/1 Discriminator loss: 1.5472 Generator loss: 0.6605 Epoch 1/1 Discriminator loss: 1.4311 Generator loss: 0.7494
Epoch 1/1 Discriminator loss: 1.3643 Generator loss: 0.7354 Epoch 1/1 Discriminator loss: 1.3830 Generator loss: 0.8085 Epoch 1/1 Discriminator loss: 1.4603 Generator loss: 0.7464 Epoch 1/1 Discriminator loss: 1.3833 Generator loss: 0.8512 Epoch 1/1 Discriminator loss: 1.3212 Generator loss: 1.0022 Epoch 1/1 Discriminator loss: 1.1880 Generator loss: 1.0700 Epoch 1/1 Discriminator loss: 1.2061 Generator loss: 0.9115 Epoch 1/1 Discriminator loss: 1.4038 Generator loss: 0.8815 Epoch 1/1 Discriminator loss: 1.1278 Generator loss: 1.3119 Epoch 1/1 Discriminator loss: 1.3462 Generator loss: 0.6651 Epoch 1/1 Discriminator loss: 1.1864 Generator loss: 0.9698 Epoch 1/1 Discriminator loss: 1.2539 Generator loss: 1.0596 Epoch 1/1 Discriminator loss: 1.3923 Generator loss: 0.8510 Epoch 1/1 Discriminator loss: 1.3156 Generator loss: 0.8698 Epoch 1/1 Discriminator loss: 1.4391 Generator loss: 0.8881 Epoch 1/1 Discriminator loss: 1.6094 Generator loss: 0.5160 Epoch 1/1 Discriminator loss: 1.6775 Generator loss: 1.2484 Epoch 1/1 Discriminator loss: 1.6457 Generator loss: 0.8113 Epoch 1/1 Discriminator loss: 1.3183 Generator loss: 0.8232 Epoch 1/1 Discriminator loss: 1.2984 Generator loss: 0.8967
Epoch 1/1 Discriminator loss: 1.2360 Generator loss: 0.9684 Epoch 1/1 Discriminator loss: 1.3685 Generator loss: 0.8593 Epoch 1/1 Discriminator loss: 1.2568 Generator loss: 0.8043 Epoch 1/1 Discriminator loss: 1.3810 Generator loss: 0.9298 Epoch 1/1 Discriminator loss: 1.3455 Generator loss: 0.8511 Epoch 1/1 Discriminator loss: 1.3668 Generator loss: 0.7159 Epoch 1/1 Discriminator loss: 1.3316 Generator loss: 0.8567 Epoch 1/1 Discriminator loss: 1.2973 Generator loss: 0.9074 Epoch 1/1 Discriminator loss: 1.4238 Generator loss: 0.8893 Epoch 1/1 Discriminator loss: 1.5938 Generator loss: 0.7556 Epoch 1/1 Discriminator loss: 1.5443 Generator loss: 0.9424 Epoch 1/1 Discriminator loss: 1.4294 Generator loss: 0.7771 Epoch 1/1 Discriminator loss: 1.4738 Generator loss: 0.6485 Epoch 1/1 Discriminator loss: 1.4082 Generator loss: 0.9494 Epoch 1/1 Discriminator loss: 1.3829 Generator loss: 0.8232 Epoch 1/1 Discriminator loss: 1.3938 Generator loss: 0.7240 Epoch 1/1 Discriminator loss: 1.6065 Generator loss: 0.6973 Epoch 1/1 Discriminator loss: 1.5552 Generator loss: 0.8951 Epoch 1/1 Discriminator loss: 1.5556 Generator loss: 0.6871 Epoch 1/1 Discriminator loss: 1.2914 Generator loss: 1.1190
Epoch 1/1 Discriminator loss: 1.4372 Generator loss: 0.8547 Epoch 1/1 Discriminator loss: 1.2644 Generator loss: 0.8901 Epoch 1/1 Discriminator loss: 1.2069 Generator loss: 1.0265 Epoch 1/1 Discriminator loss: 1.1847 Generator loss: 1.1528 Epoch 1/1 Discriminator loss: 1.2410 Generator loss: 0.8529 Epoch 1/1 Discriminator loss: 1.3834 Generator loss: 0.7907 Epoch 1/1 Discriminator loss: 1.3067 Generator loss: 1.0866 Epoch 1/1 Discriminator loss: 1.3027 Generator loss: 0.8711 Epoch 1/1 Discriminator loss: 1.2791 Generator loss: 0.7056 Epoch 1/1 Discriminator loss: 1.4526 Generator loss: 0.7922 Epoch 1/1 Discriminator loss: 1.3308 Generator loss: 0.9223 Epoch 1/1 Discriminator loss: 1.2992 Generator loss: 0.8245 Epoch 1/1 Discriminator loss: 1.2825 Generator loss: 0.8696 Epoch 1/1 Discriminator loss: 1.2512 Generator loss: 1.0829 Epoch 1/1 Discriminator loss: 1.0921 Generator loss: 0.8269 Epoch 1/1 Discriminator loss: 1.2085 Generator loss: 0.8853 Epoch 1/1 Discriminator loss: 1.0925 Generator loss: 1.0279 Epoch 1/1 Discriminator loss: 1.2522 Generator loss: 0.7676 Epoch 1/1 Discriminator loss: 1.2485 Generator loss: 1.1497 Epoch 1/1 Discriminator loss: 1.3682 Generator loss: 0.7457
Epoch 1/1 Discriminator loss: 1.3815 Generator loss: 0.6958 Epoch 1/1 Discriminator loss: 1.4779 Generator loss: 0.8176 Epoch 1/1 Discriminator loss: 1.6486 Generator loss: 0.6570 Epoch 1/1 Discriminator loss: 1.7304 Generator loss: 0.6747 Epoch 1/1 Discriminator loss: 1.8702 Generator loss: 0.7279 Epoch 1/1 Discriminator loss: 1.5180 Generator loss: 0.7643 Epoch 1/1 Discriminator loss: 1.5184 Generator loss: 0.7577 Epoch 1/1 Discriminator loss: 1.6771 Generator loss: 0.7651 Epoch 1/1 Discriminator loss: 1.5289 Generator loss: 0.6057 Epoch 1/1 Discriminator loss: 1.5325 Generator loss: 0.8886 Epoch 1/1 Discriminator loss: 1.4365 Generator loss: 0.8107 Epoch 1/1 Discriminator loss: 1.2008 Generator loss: 0.8031 Epoch 1/1 Discriminator loss: 1.1910 Generator loss: 0.9333 Epoch 1/1 Discriminator loss: 1.2371 Generator loss: 0.9150 Epoch 1/1 Discriminator loss: 1.2561 Generator loss: 0.7954 Epoch 1/1 Discriminator loss: 1.3779 Generator loss: 0.7726 Epoch 1/1 Discriminator loss: 1.3899 Generator loss: 0.9367 Epoch 1/1 Discriminator loss: 1.4242 Generator loss: 0.8467 Epoch 1/1 Discriminator loss: 1.4194 Generator loss: 0.6513 Epoch 1/1 Discriminator loss: 1.3386 Generator loss: 0.9343
Epoch 1/1 Discriminator loss: 1.3725 Generator loss: 0.9198 Epoch 1/1 Discriminator loss: 1.3273 Generator loss: 0.7064 Epoch 1/1 Discriminator loss: 1.2321 Generator loss: 0.9296 Epoch 1/1 Discriminator loss: 1.2874 Generator loss: 0.8888 Epoch 1/1 Discriminator loss: 1.3006 Generator loss: 0.8708 Epoch 1/1 Discriminator loss: 1.3063 Generator loss: 0.7872 Epoch 1/1 Discriminator loss: 1.3314 Generator loss: 0.9154 Epoch 1/1 Discriminator loss: 1.3480 Generator loss: 0.7696 Epoch 1/1 Discriminator loss: 1.5648 Generator loss: 0.5734 Epoch 1/1 Discriminator loss: 1.4246 Generator loss: 0.7700 Epoch 1/1 Discriminator loss: 1.4920 Generator loss: 0.9281 Epoch 1/1 Discriminator loss: 1.4169 Generator loss: 0.7492 Epoch 1/1 Discriminator loss: 1.4578 Generator loss: 0.7250 Epoch 1/1 Discriminator loss: 1.2487 Generator loss: 1.3123 Epoch 1/1 Discriminator loss: 1.1653 Generator loss: 0.7381 Epoch 1/1 Discriminator loss: 1.2251 Generator loss: 0.8035 Epoch 1/1 Discriminator loss: 1.5076 Generator loss: 0.8831 Epoch 1/1 Discriminator loss: 1.6167 Generator loss: 0.7347 Epoch 1/1 Discriminator loss: 1.4979 Generator loss: 0.8091 Epoch 1/1 Discriminator loss: 1.4317 Generator loss: 0.7062
Epoch 1/1 Discriminator loss: 1.3398 Generator loss: 0.8204 Epoch 1/1 Discriminator loss: 1.3429 Generator loss: 0.8214 Epoch 1/1 Discriminator loss: 1.4985 Generator loss: 0.6119 Epoch 1/1 Discriminator loss: 1.6291 Generator loss: 0.8134 Epoch 1/1 Discriminator loss: 1.5424 Generator loss: 0.8261 Epoch 1/1 Discriminator loss: 1.5987 Generator loss: 0.6867 Epoch 1/1 Discriminator loss: 1.5973 Generator loss: 0.8607 Epoch 1/1 Discriminator loss: 1.4018 Generator loss: 0.8934 Epoch 1/1 Discriminator loss: 1.3020 Generator loss: 0.7282 Epoch 1/1 Discriminator loss: 1.3808 Generator loss: 0.7918 Epoch 1/1 Discriminator loss: 1.2924 Generator loss: 0.8483 Epoch 1/1 Discriminator loss: 1.3713 Generator loss: 0.8351 Epoch 1/1 Discriminator loss: 1.1620 Generator loss: 1.0425 Epoch 1/1 Discriminator loss: 1.3241 Generator loss: 0.9151 Epoch 1/1 Discriminator loss: 1.4801 Generator loss: 0.7953 Epoch 1/1 Discriminator loss: 1.2866 Generator loss: 0.8566 Epoch 1/1 Discriminator loss: 1.2570 Generator loss: 0.8432 Epoch 1/1 Discriminator loss: 1.1945 Generator loss: 0.9722 Epoch 1/1 Discriminator loss: 1.3942 Generator loss: 0.9597 Epoch 1/1 Discriminator loss: 1.4417 Generator loss: 0.8340
Epoch 1/1 Discriminator loss: 1.3941 Generator loss: 0.6442 Epoch 1/1 Discriminator loss: 1.4346 Generator loss: 0.8771 Epoch 1/1 Discriminator loss: 1.5126 Generator loss: 0.8014 Epoch 1/1 Discriminator loss: 1.4414 Generator loss: 0.7157 Epoch 1/1 Discriminator loss: 1.3706 Generator loss: 0.6219 Epoch 1/1 Discriminator loss: 1.3904 Generator loss: 0.8429 Epoch 1/1 Discriminator loss: 1.4214 Generator loss: 0.8469 Epoch 1/1 Discriminator loss: 1.2050 Generator loss: 1.1159 Epoch 1/1 Discriminator loss: 1.1741 Generator loss: 0.9633 Epoch 1/1 Discriminator loss: 1.3184 Generator loss: 0.8275 Epoch 1/1 Discriminator loss: 1.1457 Generator loss: 0.9017 Epoch 1/1 Discriminator loss: 1.3322 Generator loss: 0.8606 Epoch 1/1 Discriminator loss: 1.5360 Generator loss: 0.7598 Epoch 1/1 Discriminator loss: 1.4872 Generator loss: 0.7222 Epoch 1/1 Discriminator loss: 1.3629 Generator loss: 0.7601 Epoch 1/1 Discriminator loss: 1.5049 Generator loss: 0.7194 Epoch 1/1 Discriminator loss: 1.5685 Generator loss: 0.7249 Epoch 1/1 Discriminator loss: 1.4804 Generator loss: 0.7560 Epoch 1/1 Discriminator loss: 1.4279 Generator loss: 0.7937 Epoch 1/1 Discriminator loss: 1.5095 Generator loss: 0.8026
Epoch 1/1 Discriminator loss: 1.4302 Generator loss: 0.8097 Epoch 1/1 Discriminator loss: 1.5283 Generator loss: 0.7068 Epoch 1/1 Discriminator loss: 1.3892 Generator loss: 0.7966 Epoch 1/1 Discriminator loss: 1.3133 Generator loss: 0.8724 Epoch 1/1 Discriminator loss: 1.5127 Generator loss: 1.0014 Epoch 1/1 Discriminator loss: 1.4033 Generator loss: 0.7173 Epoch 1/1 Discriminator loss: 1.4474 Generator loss: 0.9387 Epoch 1/1 Discriminator loss: 1.3480 Generator loss: 0.9562 Epoch 1/1 Discriminator loss: 1.4480 Generator loss: 0.7603 Epoch 1/1 Discriminator loss: 1.2872 Generator loss: 0.8822 Epoch 1/1 Discriminator loss: 1.3306 Generator loss: 0.7284 Epoch 1/1 Discriminator loss: 1.4750 Generator loss: 0.7019 Epoch 1/1 Discriminator loss: 1.5460 Generator loss: 0.7050 Epoch 1/1 Discriminator loss: 1.5316 Generator loss: 0.6945 Epoch 1/1 Discriminator loss: 1.3866 Generator loss: 0.8971 Epoch 1/1 Discriminator loss: 1.2662 Generator loss: 0.9009 Epoch 1/1 Discriminator loss: 1.3651 Generator loss: 0.7087 Epoch 1/1 Discriminator loss: 1.3248 Generator loss: 0.8031 Epoch 1/1 Discriminator loss: 1.3430 Generator loss: 0.9821 Epoch 1/1 Discriminator loss: 1.3219 Generator loss: 0.8420
Epoch 1/1 Discriminator loss: 1.4020 Generator loss: 0.7555 Epoch 1/1 Discriminator loss: 1.4644 Generator loss: 0.7664 Epoch 1/1 Discriminator loss: 1.5036 Generator loss: 0.7147 Epoch 1/1 Discriminator loss: 1.4732 Generator loss: 0.7409 Epoch 1/1 Discriminator loss: 1.3923 Generator loss: 0.7807 Epoch 1/1 Discriminator loss: 1.4565 Generator loss: 0.7492 Epoch 1/1 Discriminator loss: 1.4647 Generator loss: 0.6711 Epoch 1/1 Discriminator loss: 1.4248 Generator loss: 0.6042 Epoch 1/1 Discriminator loss: 1.3841 Generator loss: 0.8952 Epoch 1/1 Discriminator loss: 1.5111 Generator loss: 0.8153 Epoch 1/1 Discriminator loss: 1.4852 Generator loss: 0.7962 Epoch 1/1 Discriminator loss: 1.3499 Generator loss: 0.9021 Epoch 1/1 Discriminator loss: 1.4533 Generator loss: 0.8393 Epoch 1/1 Discriminator loss: 1.3893 Generator loss: 0.7337 Epoch 1/1 Discriminator loss: 1.4765 Generator loss: 0.7300 Epoch 1/1 Discriminator loss: 1.3386 Generator loss: 0.7223 Epoch 1/1 Discriminator loss: 1.3735 Generator loss: 0.9760 Epoch 1/1 Discriminator loss: 1.4322 Generator loss: 0.9445 Epoch 1/1 Discriminator loss: 1.5456 Generator loss: 0.7176 Epoch 1/1 Discriminator loss: 1.4037 Generator loss: 0.7983
Epoch 1/1 Discriminator loss: 1.5999 Generator loss: 0.8250 Epoch 1/1 Discriminator loss: 1.5360 Generator loss: 0.6534 Epoch 1/1 Discriminator loss: 1.5321 Generator loss: 0.6722 Epoch 1/1 Discriminator loss: 1.3044 Generator loss: 0.8609 Epoch 1/1 Discriminator loss: 1.3489 Generator loss: 0.9837 Epoch 1/1 Discriminator loss: 1.1403 Generator loss: 0.9181 Epoch 1/1 Discriminator loss: 1.2068 Generator loss: 0.8699 Epoch 1/1 Discriminator loss: 1.1722 Generator loss: 0.9880 Epoch 1/1 Discriminator loss: 1.3136 Generator loss: 0.7448 Epoch 1/1 Discriminator loss: 1.2818 Generator loss: 0.8293 Epoch 1/1 Discriminator loss: 1.3757 Generator loss: 0.8364 Epoch 1/1 Discriminator loss: 1.4611 Generator loss: 0.6706 Epoch 1/1 Discriminator loss: 1.6382 Generator loss: 0.5800 Epoch 1/1 Discriminator loss: 1.5558 Generator loss: 0.7632 Epoch 1/1 Discriminator loss: 1.4497 Generator loss: 0.8904 Epoch 1/1 Discriminator loss: 1.2874 Generator loss: 0.8523 Epoch 1/1 Discriminator loss: 1.2100 Generator loss: 0.8464 Epoch 1/1 Discriminator loss: 1.2544 Generator loss: 1.0591 Epoch 1/1 Discriminator loss: 1.0819 Generator loss: 0.9836 Epoch 1/1 Discriminator loss: 1.1513 Generator loss: 0.8508
Epoch 1/1 Discriminator loss: 1.2766 Generator loss: 0.8168 Epoch 1/1 Discriminator loss: 1.4356 Generator loss: 0.7348 Epoch 1/1 Discriminator loss: 1.4374 Generator loss: 0.7742 Epoch 1/1 Discriminator loss: 1.4240 Generator loss: 0.7730 Epoch 1/1 Discriminator loss: 1.4916 Generator loss: 0.8103 Epoch 1/1 Discriminator loss: 1.3065 Generator loss: 0.7515 Epoch 1/1 Discriminator loss: 1.2865 Generator loss: 0.8241 Epoch 1/1 Discriminator loss: 1.2213 Generator loss: 0.7585 Epoch 1/1 Discriminator loss: 1.1953 Generator loss: 0.9888 Epoch 1/1 Discriminator loss: 1.3340 Generator loss: 0.8727 Epoch 1/1 Discriminator loss: 1.4884 Generator loss: 0.6285 Epoch 1/1 Discriminator loss: 1.5024 Generator loss: 0.8083 Epoch 1/1 Discriminator loss: 1.7051 Generator loss: 0.6318 Epoch 1/1 Discriminator loss: 1.4322 Generator loss: 0.7894 Epoch 1/1 Discriminator loss: 1.5640 Generator loss: 0.7456 Epoch 1/1 Discriminator loss: 1.4441 Generator loss: 0.8185 Epoch 1/1 Discriminator loss: 1.2540 Generator loss: 0.8097 Epoch 1/1 Discriminator loss: 1.3772 Generator loss: 0.8423 Epoch 1/1 Discriminator loss: 1.1640 Generator loss: 0.7759 Epoch 1/1 Discriminator loss: 1.4279 Generator loss: 0.7834
Epoch 1/1 Discriminator loss: 1.4841 Generator loss: 0.8154 Epoch 1/1 Discriminator loss: 1.4278 Generator loss: 0.7379 Epoch 1/1 Discriminator loss: 1.3443 Generator loss: 0.7112 Epoch 1/1 Discriminator loss: 1.5517 Generator loss: 0.8659 Epoch 1/1 Discriminator loss: 1.4026 Generator loss: 0.9322 Epoch 1/1 Discriminator loss: 1.6364 Generator loss: 0.7274 Epoch 1/1 Discriminator loss: 1.4380 Generator loss: 0.7700 Epoch 1/1 Discriminator loss: 1.3306 Generator loss: 0.9015 Epoch 1/1 Discriminator loss: 1.2839 Generator loss: 0.9465 Epoch 1/1 Discriminator loss: 1.3156 Generator loss: 0.8677 Epoch 1/1 Discriminator loss: 1.1771 Generator loss: 1.0389 Epoch 1/1 Discriminator loss: 1.1734 Generator loss: 0.9144 Epoch 1/1 Discriminator loss: 1.1488 Generator loss: 0.9113 Epoch 1/1 Discriminator loss: 1.2133 Generator loss: 0.7707 Epoch 1/1 Discriminator loss: 1.2334 Generator loss: 0.8432 Epoch 1/1 Discriminator loss: 1.5902 Generator loss: 0.7812 Epoch 1/1 Discriminator loss: 1.4326 Generator loss: 0.7282 Epoch 1/1 Discriminator loss: 1.4706 Generator loss: 0.6635 Epoch 1/1 Discriminator loss: 1.4192 Generator loss: 0.7222 Epoch 1/1 Discriminator loss: 1.4773 Generator loss: 0.7430
Epoch 1/1 Discriminator loss: 1.4566 Generator loss: 0.7205 Epoch 1/1 Discriminator loss: 1.4671 Generator loss: 0.6822 Epoch 1/1 Discriminator loss: 1.3746 Generator loss: 0.8375 Epoch 1/1 Discriminator loss: 1.3610 Generator loss: 0.7737 Epoch 1/1 Discriminator loss: 1.4572 Generator loss: 0.8087 Epoch 1/1 Discriminator loss: 1.4639 Generator loss: 0.9004 Epoch 1/1 Discriminator loss: 1.4159 Generator loss: 0.8613 Epoch 1/1 Discriminator loss: 1.4018 Generator loss: 0.8141 Epoch 1/1 Discriminator loss: 1.2532 Generator loss: 0.8803 Epoch 1/1 Discriminator loss: 1.1882 Generator loss: 0.9391 Epoch 1/1 Discriminator loss: 1.2347 Generator loss: 0.8472 Epoch 1/1 Discriminator loss: 1.3573 Generator loss: 0.7583 Epoch 1/1 Discriminator loss: 1.2674 Generator loss: 0.9929 Epoch 1/1 Discriminator loss: 1.2454 Generator loss: 0.8989 Epoch 1/1 Discriminator loss: 1.3202 Generator loss: 0.7267 Epoch 1/1 Discriminator loss: 1.4077 Generator loss: 0.8090 Epoch 1/1 Discriminator loss: 1.2050 Generator loss: 0.9354 Epoch 1/1 Discriminator loss: 1.4162 Generator loss: 0.8567 Epoch 1/1 Discriminator loss: 1.2466 Generator loss: 0.8642 Epoch 1/1 Discriminator loss: 1.3652 Generator loss: 0.6385
Epoch 1/1 Discriminator loss: 1.3874 Generator loss: 0.6801 Epoch 1/1 Discriminator loss: 1.4004 Generator loss: 0.7710 Epoch 1/1 Discriminator loss: 1.5828 Generator loss: 0.7230 Epoch 1/1 Discriminator loss: 1.5458 Generator loss: 0.7461 Epoch 1/1 Discriminator loss: 1.4599 Generator loss: 0.6734 Epoch 1/1 Discriminator loss: 1.5149 Generator loss: 0.6240 Epoch 1/1 Discriminator loss: 1.5605 Generator loss: 0.7112 Epoch 1/1 Discriminator loss: 1.4951 Generator loss: 0.7509 Epoch 1/1 Discriminator loss: 1.4737 Generator loss: 0.6428 Epoch 1/1 Discriminator loss: 1.5054 Generator loss: 0.6635 Epoch 1/1 Discriminator loss: 1.5733 Generator loss: 0.6972 Epoch 1/1 Discriminator loss: 1.5824 Generator loss: 0.7731 Epoch 1/1 Discriminator loss: 1.4771 Generator loss: 0.7229 Epoch 1/1 Discriminator loss: 1.5287 Generator loss: 0.8393 Epoch 1/1 Discriminator loss: 1.3538 Generator loss: 0.7825 Epoch 1/1 Discriminator loss: 1.3406 Generator loss: 0.7430 Epoch 1/1 Discriminator loss: 1.3753 Generator loss: 0.7994 Epoch 1/1 Discriminator loss: 1.4873 Generator loss: 0.8234 Epoch 1/1 Discriminator loss: 1.3597 Generator loss: 0.8574 Epoch 1/1 Discriminator loss: 1.4250 Generator loss: 0.7460
Epoch 1/1 Discriminator loss: 1.3728 Generator loss: 0.7569 Epoch 1/1 Discriminator loss: 1.3801 Generator loss: 0.7952 Epoch 1/1 Discriminator loss: 1.4380 Generator loss: 0.8067 Epoch 1/1 Discriminator loss: 1.4289 Generator loss: 0.8576 Epoch 1/1 Discriminator loss: 1.2566 Generator loss: 0.8816 Epoch 1/1 Discriminator loss: 1.3567 Generator loss: 0.7360 Epoch 1/1 Discriminator loss: 1.3164 Generator loss: 0.8232 Epoch 1/1 Discriminator loss: 1.3412 Generator loss: 0.7584 Epoch 1/1 Discriminator loss: 1.3870 Generator loss: 0.8424 Epoch 1/1 Discriminator loss: 1.3252 Generator loss: 0.8256 Epoch 1/1 Discriminator loss: 1.3694 Generator loss: 0.8323 Epoch 1/1 Discriminator loss: 1.2772 Generator loss: 0.7873 Epoch 1/1 Discriminator loss: 1.3733 Generator loss: 0.7575 Epoch 1/1 Discriminator loss: 1.3092 Generator loss: 0.6330 Epoch 1/1 Discriminator loss: 1.4390 Generator loss: 0.7208 Epoch 1/1 Discriminator loss: 1.4448 Generator loss: 0.7650 Epoch 1/1 Discriminator loss: 1.4306 Generator loss: 0.8522 Epoch 1/1 Discriminator loss: 1.4873 Generator loss: 0.6729 Epoch 1/1 Discriminator loss: 1.5044 Generator loss: 0.6342 Epoch 1/1 Discriminator loss: 1.5035 Generator loss: 0.7808
Epoch 1/1 Discriminator loss: 1.4596 Generator loss: 0.7540 Epoch 1/1 Discriminator loss: 1.3160 Generator loss: 0.6587 Epoch 1/1 Discriminator loss: 1.3914 Generator loss: 0.7817 Epoch 1/1 Discriminator loss: 1.4498 Generator loss: 0.8369 Epoch 1/1 Discriminator loss: 1.3514 Generator loss: 0.7218 Epoch 1/1 Discriminator loss: 1.3625 Generator loss: 0.6806 Epoch 1/1 Discriminator loss: 1.3772 Generator loss: 0.8133 Epoch 1/1 Discriminator loss: 1.4247 Generator loss: 0.7905 Epoch 1/1 Discriminator loss: 1.3856 Generator loss: 0.8115 Epoch 1/1 Discriminator loss: 1.4093 Generator loss: 0.7500 Epoch 1/1 Discriminator loss: 1.3941 Generator loss: 0.6915 Epoch 1/1 Discriminator loss: 1.3036 Generator loss: 0.7866 Epoch 1/1 Discriminator loss: 1.3195 Generator loss: 0.7568 Epoch 1/1 Discriminator loss: 1.3793 Generator loss: 0.6839 Epoch 1/1 Discriminator loss: 1.3231 Generator loss: 0.7762 Epoch 1/1 Discriminator loss: 1.3206 Generator loss: 0.8179 Epoch 1/1 Discriminator loss: 1.3187 Generator loss: 0.8460 Epoch 1/1 Discriminator loss: 1.3320 Generator loss: 0.7881 Epoch 1/1 Discriminator loss: 1.2268 Generator loss: 0.7280 Epoch 1/1 Discriminator loss: 1.4203 Generator loss: 0.7957
Epoch 1/1 Discriminator loss: 1.4332 Generator loss: 0.8314 Epoch 1/1 Discriminator loss: 1.3147 Generator loss: 0.7123 Epoch 1/1 Discriminator loss: 1.4075 Generator loss: 0.7512 Epoch 1/1 Discriminator loss: 1.5271 Generator loss: 0.7165 Epoch 1/1 Discriminator loss: 1.4808 Generator loss: 0.7322 Epoch 1/1 Discriminator loss: 1.4588 Generator loss: 0.8134 Epoch 1/1 Discriminator loss: 1.4193 Generator loss: 0.6997 Epoch 1/1 Discriminator loss: 1.4291 Generator loss: 0.6772 Epoch 1/1 Discriminator loss: 1.4562 Generator loss: 0.8232 Epoch 1/1 Discriminator loss: 1.3136 Generator loss: 0.8304 Epoch 1/1 Discriminator loss: 1.3416 Generator loss: 0.7623 Epoch 1/1 Discriminator loss: 1.3591 Generator loss: 0.8740 Epoch 1/1 Discriminator loss: 1.2481 Generator loss: 0.8926 Epoch 1/1 Discriminator loss: 1.3706 Generator loss: 0.7001 Epoch 1/1 Discriminator loss: 1.3567 Generator loss: 0.7925 Epoch 1/1 Discriminator loss: 1.3425 Generator loss: 0.8306 Epoch 1/1 Discriminator loss: 1.3422 Generator loss: 0.7715 Epoch 1/1 Discriminator loss: 1.4707 Generator loss: 0.7158 Epoch 1/1 Discriminator loss: 1.4157 Generator loss: 0.8995 Epoch 1/1 Discriminator loss: 1.5278 Generator loss: 0.7115
Epoch 1/1 Discriminator loss: 1.4003 Generator loss: 0.6681 Epoch 1/1 Discriminator loss: 1.3590 Generator loss: 0.7279 Epoch 1/1 Discriminator loss: 1.4403 Generator loss: 0.7413 Epoch 1/1 Discriminator loss: 1.4383 Generator loss: 0.7177 Epoch 1/1 Discriminator loss: 1.4839 Generator loss: 0.6723 Epoch 1/1 Discriminator loss: 1.3439 Generator loss: 0.7176 Epoch 1/1 Discriminator loss: 1.4190 Generator loss: 0.7356 Epoch 1/1 Discriminator loss: 1.4640 Generator loss: 0.6922 Epoch 1/1 Discriminator loss: 1.4140 Generator loss: 0.7439 Epoch 1/1 Discriminator loss: 1.3696 Generator loss: 0.8659 Epoch 1/1 Discriminator loss: 1.3595 Generator loss: 0.7564 Epoch 1/1 Discriminator loss: 1.4075 Generator loss: 0.7182 Epoch 1/1 Discriminator loss: 1.3349 Generator loss: 0.7956 Epoch 1/1 Discriminator loss: 1.3893 Generator loss: 0.8559 Epoch 1/1 Discriminator loss: 1.2709 Generator loss: 0.7620 Epoch 1/1 Discriminator loss: 1.4727 Generator loss: 0.7853 Epoch 1/1 Discriminator loss: 1.3992 Generator loss: 0.6718 Epoch 1/1 Discriminator loss: 1.4448 Generator loss: 0.7451 Epoch 1/1 Discriminator loss: 1.3813 Generator loss: 0.8101 Epoch 1/1 Discriminator loss: 1.4161 Generator loss: 0.8073
Epoch 1/1 Discriminator loss: 1.4793 Generator loss: 0.7430 Epoch 1/1 Discriminator loss: 1.3085 Generator loss: 0.7572 Epoch 1/1 Discriminator loss: 1.3758 Generator loss: 0.8829 Epoch 1/1 Discriminator loss: 1.3429 Generator loss: 0.8286 Epoch 1/1 Discriminator loss: 1.3457 Generator loss: 0.7839 Epoch 1/1 Discriminator loss: 1.4099 Generator loss: 0.8403 Epoch 1/1 Discriminator loss: 1.2591 Generator loss: 0.6995 Epoch 1/1 Discriminator loss: 1.3204 Generator loss: 0.6945 Epoch 1/1 Discriminator loss: 1.4198 Generator loss: 0.7272 Epoch 1/1 Discriminator loss: 1.5150 Generator loss: 0.7513 Epoch 1/1 Discriminator loss: 1.4202 Generator loss: 0.9143 Epoch 1/1 Discriminator loss: 1.5690 Generator loss: 0.6411 Epoch 1/1 Discriminator loss: 1.4407 Generator loss: 0.7553 Epoch 1/1 Discriminator loss: 1.4331 Generator loss: 0.6779 Epoch 1/1 Discriminator loss: 1.4116 Generator loss: 0.7850 Epoch 1/1 Discriminator loss: 1.4359 Generator loss: 0.8059 Epoch 1/1 Discriminator loss: 1.5249 Generator loss: 0.7312 Epoch 1/1 Discriminator loss: 1.3801 Generator loss: 0.7770 Epoch 1/1 Discriminator loss: 1.2439 Generator loss: 0.8280 Epoch 1/1 Discriminator loss: 1.3956 Generator loss: 0.8152
Epoch 1/1 Discriminator loss: 1.3706 Generator loss: 0.8115 Epoch 1/1 Discriminator loss: 1.3183 Generator loss: 0.8102 Epoch 1/1 Discriminator loss: 1.3231 Generator loss: 0.7663 Epoch 1/1 Discriminator loss: 1.2888 Generator loss: 0.7948 Epoch 1/1 Discriminator loss: 1.2517 Generator loss: 0.8209 Epoch 1/1 Discriminator loss: 1.4120 Generator loss: 0.7269 Epoch 1/1 Discriminator loss: 1.3446 Generator loss: 0.7058 Epoch 1/1 Discriminator loss: 1.5255 Generator loss: 0.7064 Epoch 1/1 Discriminator loss: 1.5324 Generator loss: 0.6769 Epoch 1/1 Discriminator loss: 1.3699 Generator loss: 0.6798 Epoch 1/1 Discriminator loss: 1.5380 Generator loss: 0.6650 Epoch 1/1 Discriminator loss: 1.4028 Generator loss: 0.6570 Epoch 1/1 Discriminator loss: 1.4156 Generator loss: 0.7851 Epoch 1/1 Discriminator loss: 1.3608 Generator loss: 0.7807 Epoch 1/1 Discriminator loss: 1.3152 Generator loss: 0.7574 Epoch 1/1 Discriminator loss: 1.4591 Generator loss: 0.7176 Epoch 1/1 Discriminator loss: 1.3537 Generator loss: 0.7731 Epoch 1/1 Discriminator loss: 1.3554 Generator loss: 0.8085 Epoch 1/1 Discriminator loss: 1.2780 Generator loss: 0.8171 Epoch 1/1 Discriminator loss: 1.3779 Generator loss: 0.8404
Epoch 1/1 Discriminator loss: 1.4025 Generator loss: 0.8150 Epoch 1/1 Discriminator loss: 1.3668 Generator loss: 0.7201 Epoch 1/1 Discriminator loss: 1.3432 Generator loss: 0.7214 Epoch 1/1 Discriminator loss: 1.3251 Generator loss: 0.8179 Epoch 1/1 Discriminator loss: 1.3443 Generator loss: 0.7583 Epoch 1/1 Discriminator loss: 1.3731 Generator loss: 0.7802 Epoch 1/1 Discriminator loss: 1.4192 Generator loss: 0.7515 Epoch 1/1 Discriminator loss: 1.3765 Generator loss: 0.8642 Epoch 1/1 Discriminator loss: 1.3613 Generator loss: 0.7846 Epoch 1/1 Discriminator loss: 1.3408 Generator loss: 0.8563 Epoch 1/1 Discriminator loss: 1.3305 Generator loss: 0.7518 Epoch 1/1 Discriminator loss: 1.3955 Generator loss: 0.7439 Epoch 1/1 Discriminator loss: 1.4271 Generator loss: 0.7159 Epoch 1/1 Discriminator loss: 1.5036 Generator loss: 0.6485 Epoch 1/1 Discriminator loss: 1.4742 Generator loss: 0.6624 Epoch 1/1 Discriminator loss: 1.4912 Generator loss: 0.7353 Epoch 1/1 Discriminator loss: 1.4483 Generator loss: 0.7577 Epoch 1/1 Discriminator loss: 1.3857 Generator loss: 0.8544 Epoch 1/1 Discriminator loss: 1.3639 Generator loss: 0.7688 Epoch 1/1 Discriminator loss: 1.3449 Generator loss: 0.7148
Epoch 1/1 Discriminator loss: 1.3275 Generator loss: 0.7479 Epoch 1/1 Discriminator loss: 1.3972 Generator loss: 0.8325 Epoch 1/1 Discriminator loss: 1.2924 Generator loss: 0.8223 Epoch 1/1 Discriminator loss: 1.3438 Generator loss: 0.6614 Epoch 1/1 Discriminator loss: 1.3922 Generator loss: 0.6855 Epoch 1/1 Discriminator loss: 1.3793 Generator loss: 0.6888 Epoch 1/1 Discriminator loss: 1.4192 Generator loss: 0.8264 Epoch 1/1 Discriminator loss: 1.3747 Generator loss: 0.8129 Epoch 1/1 Discriminator loss: 1.4275 Generator loss: 0.6900 Epoch 1/1 Discriminator loss: 1.4067 Generator loss: 0.7305 Epoch 1/1 Discriminator loss: 1.4182 Generator loss: 0.8700 Epoch 1/1 Discriminator loss: 1.4107 Generator loss: 0.8289 Epoch 1/1 Discriminator loss: 1.4894 Generator loss: 0.6995 Epoch 1/1 Discriminator loss: 1.3800 Generator loss: 0.7419 Epoch 1/1 Discriminator loss: 1.4243 Generator loss: 0.8048 Epoch 1/1 Discriminator loss: 1.4297 Generator loss: 0.6569 Epoch 1/1 Discriminator loss: 1.3785 Generator loss: 0.7612 Epoch 1/1 Discriminator loss: 1.3337 Generator loss: 0.8925 Epoch 1/1 Discriminator loss: 1.2507 Generator loss: 0.8876 Epoch 1/1 Discriminator loss: 1.3381 Generator loss: 0.6892
Epoch 1/1 Discriminator loss: 1.4275 Generator loss: 0.7790 Epoch 1/1 Discriminator loss: 1.3406 Generator loss: 0.7824 Epoch 1/1 Discriminator loss: 1.3854 Generator loss: 0.7431 Epoch 1/1 Discriminator loss: 1.4252 Generator loss: 0.7718 Epoch 1/1 Discriminator loss: 1.3613 Generator loss: 0.7452 Epoch 1/1 Discriminator loss: 1.3371 Generator loss: 0.7903 Epoch 1/1 Discriminator loss: 1.4673 Generator loss: 0.6543 Epoch 1/1 Discriminator loss: 1.4394 Generator loss: 0.6804 Epoch 1/1 Discriminator loss: 1.5571 Generator loss: 0.7842 Epoch 1/1 Discriminator loss: 1.5228 Generator loss: 0.6971 Epoch 1/1 Discriminator loss: 1.4957 Generator loss: 0.7065 Epoch 1/1 Discriminator loss: 1.4034 Generator loss: 0.7805 Epoch 1/1 Discriminator loss: 1.3253 Generator loss: 0.8246 Epoch 1/1 Discriminator loss: 1.3794 Generator loss: 0.8082 Epoch 1/1 Discriminator loss: 1.3016 Generator loss: 0.8347 Epoch 1/1 Discriminator loss: 1.3795 Generator loss: 0.8019 Epoch 1/1 Discriminator loss: 1.3572 Generator loss: 0.7016 Epoch 1/1 Discriminator loss: 1.3401 Generator loss: 0.7102 Epoch 1/1 Discriminator loss: 1.4461 Generator loss: 0.7267 Epoch 1/1 Discriminator loss: 1.3693 Generator loss: 0.7428
Epoch 1/1 Discriminator loss: 1.3831 Generator loss: 0.7331 Epoch 1/1 Discriminator loss: 1.3010 Generator loss: 0.7192 Epoch 1/1 Discriminator loss: 1.4417 Generator loss: 0.7481 Epoch 1/1 Discriminator loss: 1.3820 Generator loss: 0.7659 Epoch 1/1 Discriminator loss: 1.4127 Generator loss: 0.7086 Epoch 1/1 Discriminator loss: 1.3998 Generator loss: 0.7411 Epoch 1/1 Discriminator loss: 1.3344 Generator loss: 0.7547 Epoch 1/1 Discriminator loss: 1.3755 Generator loss: 0.7357 Epoch 1/1 Discriminator loss: 1.4674 Generator loss: 0.6939 Epoch 1/1 Discriminator loss: 1.3883 Generator loss: 0.7378 Epoch 1/1 Discriminator loss: 1.4472 Generator loss: 0.7472 Epoch 1/1 Discriminator loss: 1.4204 Generator loss: 0.8006 Epoch 1/1 Discriminator loss: 1.3530 Generator loss: 0.7614 Epoch 1/1 Discriminator loss: 1.4483 Generator loss: 0.7623 Epoch 1/1 Discriminator loss: 1.4570 Generator loss: 0.8293 Epoch 1/1 Discriminator loss: 1.4537 Generator loss: 0.7654 Epoch 1/1 Discriminator loss: 1.3427 Generator loss: 0.7133 Epoch 1/1 Discriminator loss: 1.4089 Generator loss: 0.7961 Epoch 1/1 Discriminator loss: 1.2680 Generator loss: 0.8117 Epoch 1/1 Discriminator loss: 1.2839 Generator loss: 0.8361
Epoch 1/1 Discriminator loss: 1.3564 Generator loss: 0.7318 Epoch 1/1 Discriminator loss: 1.3457 Generator loss: 0.7875 Epoch 1/1 Discriminator loss: 1.3764 Generator loss: 0.8263 Epoch 1/1 Discriminator loss: 1.4576 Generator loss: 0.6639 Epoch 1/1 Discriminator loss: 1.5145 Generator loss: 0.7232 Epoch 1/1 Discriminator loss: 1.5724 Generator loss: 0.7115 Epoch 1/1 Discriminator loss: 1.4688 Generator loss: 0.7099 Epoch 1/1 Discriminator loss: 1.4386 Generator loss: 0.6965 Epoch 1/1 Discriminator loss: 1.4065 Generator loss: 0.7456 Epoch 1/1 Discriminator loss: 1.4015 Generator loss: 0.6992 Epoch 1/1 Discriminator loss: 1.3793 Generator loss: 0.7233 Epoch 1/1 Discriminator loss: 1.2715 Generator loss: 0.7852 Epoch 1/1 Discriminator loss: 1.3460 Generator loss: 0.7804 Epoch 1/1 Discriminator loss: 1.2783 Generator loss: 0.8192 Epoch 1/1 Discriminator loss: 1.3952 Generator loss: 0.8032 Epoch 1/1 Discriminator loss: 1.3470 Generator loss: 0.7655 Epoch 1/1 Discriminator loss: 1.4881 Generator loss: 0.7272 Epoch 1/1 Discriminator loss: 1.3369 Generator loss: 0.7856 Epoch 1/1 Discriminator loss: 1.3642 Generator loss: 0.7794 Epoch 1/1 Discriminator loss: 1.3438 Generator loss: 0.8337
Epoch 1/1 Discriminator loss: 1.3668 Generator loss: 0.7346 Epoch 1/1 Discriminator loss: 1.5582 Generator loss: 0.7540 Epoch 1/1 Discriminator loss: 1.4242 Generator loss: 0.7393 Epoch 1/1 Discriminator loss: 1.4478 Generator loss: 0.6946 Epoch 1/1 Discriminator loss: 1.4744 Generator loss: 0.6945 Epoch 1/1 Discriminator loss: 1.5233 Generator loss: 0.6924 Epoch 1/1 Discriminator loss: 1.4666 Generator loss: 0.7547 Epoch 1/1 Discriminator loss: 1.4768 Generator loss: 0.7915 Epoch 1/1 Discriminator loss: 1.5053 Generator loss: 0.7746 Epoch 1/1 Discriminator loss: 1.3197 Generator loss: 0.7326 Epoch 1/1 Discriminator loss: 1.3265 Generator loss: 0.7849 Epoch 1/1 Discriminator loss: 1.3699 Generator loss: 0.7581 Epoch 1/1 Discriminator loss: 1.4107 Generator loss: 0.6576 Epoch 1/1 Discriminator loss: 1.3825 Generator loss: 0.7182 Epoch 1/1 Discriminator loss: 1.2882 Generator loss: 0.8577 Epoch 1/1 Discriminator loss: 1.3377 Generator loss: 0.8666 Epoch 1/1 Discriminator loss: 1.4694 Generator loss: 0.6799 Epoch 1/1 Discriminator loss: 1.3113 Generator loss: 0.7435 Epoch 1/1 Discriminator loss: 1.3734 Generator loss: 0.8253 Epoch 1/1 Discriminator loss: 1.4081 Generator loss: 0.7649
Epoch 1/1 Discriminator loss: 1.4174 Generator loss: 0.7464 Epoch 1/1 Discriminator loss: 1.3111 Generator loss: 0.8567 Epoch 1/1 Discriminator loss: 1.2968 Generator loss: 0.7938 Epoch 1/1 Discriminator loss: 1.3162 Generator loss: 0.7303 Epoch 1/1 Discriminator loss: 1.3036 Generator loss: 0.8287 Epoch 1/1 Discriminator loss: 1.3963 Generator loss: 0.8011 Epoch 1/1 Discriminator loss: 1.4338 Generator loss: 0.7274 Epoch 1/1 Discriminator loss: 1.2890 Generator loss: 0.7800 Epoch 1/1 Discriminator loss: 1.3440 Generator loss: 0.8272 Epoch 1/1 Discriminator loss: 1.3447 Generator loss: 0.8196 Epoch 1/1 Discriminator loss: 1.4414 Generator loss: 0.8170 Epoch 1/1 Discriminator loss: 1.4350 Generator loss: 0.7698 Epoch 1/1 Discriminator loss: 1.3172 Generator loss: 0.6919 Epoch 1/1 Discriminator loss: 1.4235 Generator loss: 0.7547 Epoch 1/1 Discriminator loss: 1.3887 Generator loss: 0.6987 Epoch 1/1 Discriminator loss: 1.4621 Generator loss: 0.7296 Epoch 1/1 Discriminator loss: 1.4229 Generator loss: 0.7449 Epoch 1/1 Discriminator loss: 1.3631 Generator loss: 0.8031 Epoch 1/1 Discriminator loss: 1.4114 Generator loss: 0.7485 Epoch 1/1 Discriminator loss: 1.3555 Generator loss: 0.7364
Epoch 1/1 Discriminator loss: 1.4663 Generator loss: 0.7673 Epoch 1/1 Discriminator loss: 1.3877 Generator loss: 0.7687 Epoch 1/1 Discriminator loss: 1.3593 Generator loss: 0.7248 Epoch 1/1 Discriminator loss: 1.3442 Generator loss: 0.8030 Epoch 1/1 Discriminator loss: 1.4018 Generator loss: 0.8452 Epoch 1/1 Discriminator loss: 1.3964 Generator loss: 0.7394 Epoch 1/1 Discriminator loss: 1.3387 Generator loss: 0.7495 Epoch 1/1 Discriminator loss: 1.4350 Generator loss: 0.6755 Epoch 1/1 Discriminator loss: 1.3454 Generator loss: 0.7526 Epoch 1/1 Discriminator loss: 1.4507 Generator loss: 0.7984 Epoch 1/1 Discriminator loss: 1.3484 Generator loss: 0.7902 Epoch 1/1 Discriminator loss: 1.4032 Generator loss: 0.6882 Epoch 1/1 Discriminator loss: 1.3692 Generator loss: 0.6919 Epoch 1/1 Discriminator loss: 1.3426 Generator loss: 0.7408 Epoch 1/1 Discriminator loss: 1.3957 Generator loss: 0.8194 Epoch 1/1 Discriminator loss: 1.3527 Generator loss: 0.7909 Epoch 1/1 Discriminator loss: 1.3872 Generator loss: 0.7739 Epoch 1/1 Discriminator loss: 1.4206 Generator loss: 0.6838 Epoch 1/1 Discriminator loss: 1.4325 Generator loss: 0.7066 Epoch 1/1 Discriminator loss: 1.4118 Generator loss: 0.8686
Epoch 1/1 Discriminator loss: 1.4355 Generator loss: 0.7908 Epoch 1/1 Discriminator loss: 1.4617 Generator loss: 0.7471 Epoch 1/1 Discriminator loss: 1.3924 Generator loss: 0.7477 Epoch 1/1 Discriminator loss: 1.4015 Generator loss: 0.6766 Epoch 1/1 Discriminator loss: 1.3017 Generator loss: 0.7386 Epoch 1/1 Discriminator loss: 1.2798 Generator loss: 0.7947 Epoch 1/1 Discriminator loss: 1.4061 Generator loss: 0.7618 Epoch 1/1 Discriminator loss: 1.3850 Generator loss: 0.6933 Epoch 1/1 Discriminator loss: 1.2909 Generator loss: 0.8617 Epoch 1/1 Discriminator loss: 1.4092 Generator loss: 0.7452 Epoch 1/1 Discriminator loss: 1.3637 Generator loss: 0.6766 Epoch 1/1 Discriminator loss: 1.3617 Generator loss: 0.7208 Epoch 1/1 Discriminator loss: 1.3726 Generator loss: 0.7862 Epoch 1/1 Discriminator loss: 1.4217 Generator loss: 0.7513 Epoch 1/1 Discriminator loss: 1.3366 Generator loss: 0.7505 Epoch 1/1 Discriminator loss: 1.3999 Generator loss: 0.7238 Epoch 1/1 Discriminator loss: 1.3264 Generator loss: 0.8324 Epoch 1/1 Discriminator loss: 1.4471 Generator loss: 0.7518 Epoch 1/1 Discriminator loss: 1.4220 Generator loss: 0.7229 Epoch 1/1 Discriminator loss: 1.4513 Generator loss: 0.6316
Epoch 1/1 Discriminator loss: 1.3991 Generator loss: 0.7420 Epoch 1/1 Discriminator loss: 1.4072 Generator loss: 0.8967 Epoch 1/1 Discriminator loss: 1.3441 Generator loss: 0.7948 Epoch 1/1 Discriminator loss: 1.3771 Generator loss: 0.7204 Epoch 1/1 Discriminator loss: 1.3194 Generator loss: 0.8172 Epoch 1/1 Discriminator loss: 1.3563 Generator loss: 0.7645 Epoch 1/1 Discriminator loss: 1.3854 Generator loss: 0.7179 Epoch 1/1 Discriminator loss: 1.3276 Generator loss: 0.7981 Epoch 1/1 Discriminator loss: 1.2957 Generator loss: 0.8029 Epoch 1/1 Discriminator loss: 1.4030 Generator loss: 0.7992 Epoch 1/1 Discriminator loss: 1.3815 Generator loss: 0.7527 Epoch 1/1 Discriminator loss: 1.4269 Generator loss: 0.6803 Epoch 1/1 Discriminator loss: 1.3203 Generator loss: 0.7213 Epoch 1/1 Discriminator loss: 1.3494 Generator loss: 0.7239 Epoch 1/1 Discriminator loss: 1.4951 Generator loss: 0.7207 Epoch 1/1 Discriminator loss: 1.4407 Generator loss: 0.7204 Epoch 1/1 Discriminator loss: 1.4602 Generator loss: 0.7528 Epoch 1/1 Discriminator loss: 1.4311 Generator loss: 0.8149 Epoch 1/1 Discriminator loss: 1.3491 Generator loss: 0.7398 Epoch 1/1 Discriminator loss: 1.4321 Generator loss: 0.7661
Epoch 1/1 Discriminator loss: 1.3352 Generator loss: 0.6864 Epoch 1/1 Discriminator loss: 1.4097 Generator loss: 0.7655 Epoch 1/1 Discriminator loss: 1.3818 Generator loss: 0.7482 Epoch 1/1 Discriminator loss: 1.3247 Generator loss: 0.7410 Epoch 1/1 Discriminator loss: 1.3492 Generator loss: 0.7649 Epoch 1/1 Discriminator loss: 1.3613 Generator loss: 0.7760 Epoch 1/1 Discriminator loss: 1.3764 Generator loss: 0.7357 Epoch 1/1 Discriminator loss: 1.4482 Generator loss: 0.7117 Epoch 1/1 Discriminator loss: 1.4042 Generator loss: 0.6833 Epoch 1/1 Discriminator loss: 1.4708 Generator loss: 0.7079 Epoch 1/1 Discriminator loss: 1.3502 Generator loss: 0.8724 Epoch 1/1 Discriminator loss: 1.3298 Generator loss: 0.7930 Epoch 1/1 Discriminator loss: 1.3740 Generator loss: 0.7980 Epoch 1/1 Discriminator loss: 1.4231 Generator loss: 0.7189 Epoch 1/1 Discriminator loss: 1.4347 Generator loss: 0.7397 Epoch 1/1 Discriminator loss: 1.3323 Generator loss: 0.7251 Epoch 1/1 Discriminator loss: 1.4307 Generator loss: 0.8636 Epoch 1/1 Discriminator loss: 1.3922 Generator loss: 0.7319 Epoch 1/1 Discriminator loss: 1.4211 Generator loss: 0.6892 Epoch 1/1 Discriminator loss: 1.3492 Generator loss: 0.7429
Epoch 1/1 Discriminator loss: 1.3202 Generator loss: 0.7973 Epoch 1/1 Discriminator loss: 1.4525 Generator loss: 0.6936 Epoch 1/1 Discriminator loss: 1.3760 Generator loss: 0.7596 Epoch 1/1 Discriminator loss: 1.3753 Generator loss: 0.7964 Epoch 1/1 Discriminator loss: 1.3249 Generator loss: 0.7631 Epoch 1/1 Discriminator loss: 1.3259 Generator loss: 0.7588 Epoch 1/1 Discriminator loss: 1.3737 Generator loss: 0.6993 Epoch 1/1 Discriminator loss: 1.3499 Generator loss: 0.7410 Epoch 1/1 Discriminator loss: 1.3475 Generator loss: 0.7350 Epoch 1/1 Discriminator loss: 1.3915 Generator loss: 0.7590 Epoch 1/1 Discriminator loss: 1.3788 Generator loss: 0.7360 Epoch 1/1 Discriminator loss: 1.4321 Generator loss: 0.6717 Epoch 1/1 Discriminator loss: 1.3583 Generator loss: 0.7149 Epoch 1/1 Discriminator loss: 1.3894 Generator loss: 0.7928 Epoch 1/1 Discriminator loss: 1.4304 Generator loss: 0.7490 Epoch 1/1 Discriminator loss: 1.4204 Generator loss: 0.7198 Epoch 1/1 Discriminator loss: 1.3158 Generator loss: 0.7404 Epoch 1/1 Discriminator loss: 1.3590 Generator loss: 0.7083 Epoch 1/1 Discriminator loss: 1.2994 Generator loss: 0.7730 Epoch 1/1 Discriminator loss: 1.3394 Generator loss: 0.8392
Epoch 1/1 Discriminator loss: 1.4025 Generator loss: 0.7276 Epoch 1/1 Discriminator loss: 1.3754 Generator loss: 0.7470 Epoch 1/1 Discriminator loss: 1.3263 Generator loss: 0.7358 Epoch 1/1 Discriminator loss: 1.3592 Generator loss: 0.7777 Epoch 1/1 Discriminator loss: 1.3586 Generator loss: 0.7686 Epoch 1/1 Discriminator loss: 1.3609 Generator loss: 0.7245 Epoch 1/1 Discriminator loss: 1.3845 Generator loss: 0.7600 Epoch 1/1 Discriminator loss: 1.3618 Generator loss: 0.7412 Epoch 1/1 Discriminator loss: 1.3344 Generator loss: 0.7928 Epoch 1/1 Discriminator loss: 1.3488 Generator loss: 0.7791 Epoch 1/1 Discriminator loss: 1.3536 Generator loss: 0.7415 Epoch 1/1 Discriminator loss: 1.3535 Generator loss: 0.7715 Epoch 1/1 Discriminator loss: 1.3750 Generator loss: 0.7051 Epoch 1/1 Discriminator loss: 1.3997 Generator loss: 0.7483 Epoch 1/1 Discriminator loss: 1.3936 Generator loss: 0.8272 Epoch 1/1 Discriminator loss: 1.3532 Generator loss: 0.7897 Epoch 1/1 Discriminator loss: 1.3788 Generator loss: 0.7077 Epoch 1/1 Discriminator loss: 1.3612 Generator loss: 0.7728 Epoch 1/1 Discriminator loss: 1.3929 Generator loss: 0.7861 Epoch 1/1 Discriminator loss: 1.3625 Generator loss: 0.7662
Epoch 1/1 Discriminator loss: 1.3231 Generator loss: 0.7731 Epoch 1/1 Discriminator loss: 1.3499 Generator loss: 0.7982 Epoch 1/1 Discriminator loss: 1.3644 Generator loss: 0.7451 Epoch 1/1 Discriminator loss: 1.3154 Generator loss: 0.7490 Epoch 1/1 Discriminator loss: 1.3407 Generator loss: 0.7229 Epoch 1/1 Discriminator loss: 1.3990 Generator loss: 0.7185 Epoch 1/1 Discriminator loss: 1.3160 Generator loss: 0.7146 Epoch 1/1 Discriminator loss: 1.3913 Generator loss: 0.6823 Epoch 1/1 Discriminator loss: 1.4024 Generator loss: 0.7503 Epoch 1/1 Discriminator loss: 1.4543 Generator loss: 0.7966 Epoch 1/1 Discriminator loss: 1.3389 Generator loss: 0.8129 Epoch 1/1 Discriminator loss: 1.3187 Generator loss: 0.7313 Epoch 1/1 Discriminator loss: 1.3719 Generator loss: 0.7299 Epoch 1/1 Discriminator loss: 1.4268 Generator loss: 0.7531 Epoch 1/1 Discriminator loss: 1.3366 Generator loss: 0.7266 Epoch 1/1 Discriminator loss: 1.3950 Generator loss: 0.7273 Epoch 1/1 Discriminator loss: 1.3132 Generator loss: 0.7519 Epoch 1/1 Discriminator loss: 1.3185 Generator loss: 0.8143 Epoch 1/1 Discriminator loss: 1.3847 Generator loss: 0.7957 Epoch 1/1 Discriminator loss: 1.4343 Generator loss: 0.7270
Epoch 1/1 Discriminator loss: 1.3629 Generator loss: 0.7308 Epoch 1/1 Discriminator loss: 1.3672 Generator loss: 0.7741 Epoch 1/1 Discriminator loss: 1.3297 Generator loss: 0.8338 Epoch 1/1 Discriminator loss: 1.3378 Generator loss: 0.7821 Epoch 1/1 Discriminator loss: 1.3732 Generator loss: 0.7326 Epoch 1/1 Discriminator loss: 1.3917 Generator loss: 0.6914 Epoch 1/1 Discriminator loss: 1.4522 Generator loss: 0.7519 Epoch 1/1 Discriminator loss: 1.4261 Generator loss: 0.7666 Epoch 1/1 Discriminator loss: 1.3849 Generator loss: 0.7680 Epoch 1/1 Discriminator loss: 1.3631 Generator loss: 0.7076 Epoch 1/1 Discriminator loss: 1.3626 Generator loss: 0.7057 Epoch 1/1 Discriminator loss: 1.3134 Generator loss: 0.7191 Epoch 1/1 Discriminator loss: 1.3164 Generator loss: 0.7306 Epoch 1/1 Discriminator loss: 1.3477 Generator loss: 0.7798 Epoch 1/1 Discriminator loss: 1.3018 Generator loss: 0.6954 Epoch 1/1 Discriminator loss: 1.3012 Generator loss: 0.7768 Epoch 1/1 Discriminator loss: 1.3209 Generator loss: 0.7097 Epoch 1/1 Discriminator loss: 1.4072 Generator loss: 0.7863 Epoch 1/1 Discriminator loss: 1.4277 Generator loss: 0.7716 Epoch 1/1 Discriminator loss: 1.3590 Generator loss: 0.7981
Epoch 1/1 Discriminator loss: 1.4283 Generator loss: 0.6639 Epoch 1/1 Discriminator loss: 1.4150 Generator loss: 0.7314 Epoch 1/1 Discriminator loss: 1.4414 Generator loss: 0.8120 Epoch 1/1 Discriminator loss: 1.4129 Generator loss: 0.7577 Epoch 1/1 Discriminator loss: 1.3764 Generator loss: 0.7272 Epoch 1/1 Discriminator loss: 1.3166 Generator loss: 0.7431 Epoch 1/1 Discriminator loss: 1.3248 Generator loss: 0.7669 Epoch 1/1 Discriminator loss: 1.2993 Generator loss: 0.8350 Epoch 1/1 Discriminator loss: 1.4042 Generator loss: 0.7892 Epoch 1/1 Discriminator loss: 1.3968 Generator loss: 0.7897 Epoch 1/1 Discriminator loss: 1.3567 Generator loss: 0.7392 Epoch 1/1 Discriminator loss: 1.4239 Generator loss: 0.7277 Epoch 1/1 Discriminator loss: 1.3333 Generator loss: 0.7281 Epoch 1/1 Discriminator loss: 1.3710 Generator loss: 0.7361 Epoch 1/1 Discriminator loss: 1.3183 Generator loss: 0.7556 Epoch 1/1 Discriminator loss: 1.3429 Generator loss: 0.8259 Epoch 1/1 Discriminator loss: 1.3868 Generator loss: 0.7800 Epoch 1/1 Discriminator loss: 1.3796 Generator loss: 0.7225 Epoch 1/1 Discriminator loss: 1.4182 Generator loss: 0.6779 Epoch 1/1 Discriminator loss: 1.3927 Generator loss: 0.7692
Epoch 1/1 Discriminator loss: 1.4153 Generator loss: 0.6916 Epoch 1/1 Discriminator loss: 1.5249 Generator loss: 0.7197 Epoch 1/1 Discriminator loss: 1.2883 Generator loss: 0.7305 Epoch 1/1 Discriminator loss: 1.3626 Generator loss: 0.7464 Epoch 1/1 Discriminator loss: 1.3823 Generator loss: 0.8125 Epoch 1/1 Discriminator loss: 1.3579 Generator loss: 0.8402 Epoch 1/1 Discriminator loss: 1.3702 Generator loss: 0.7602 Epoch 1/1 Discriminator loss: 1.3799 Generator loss: 0.7622 Epoch 1/1 Discriminator loss: 1.3360 Generator loss: 0.7839 Epoch 1/1 Discriminator loss: 1.4146 Generator loss: 0.8024 Epoch 1/1 Discriminator loss: 1.3807 Generator loss: 0.7277 Epoch 1/1 Discriminator loss: 1.3556 Generator loss: 0.7405 Epoch 1/1 Discriminator loss: 1.3479 Generator loss: 0.7421 Epoch 1/1 Discriminator loss: 1.3505 Generator loss: 0.6924 Epoch 1/1 Discriminator loss: 1.3759 Generator loss: 0.7416 Epoch 1/1 Discriminator loss: 1.3900 Generator loss: 0.7989 Epoch 1/1 Discriminator loss: 1.3763 Generator loss: 0.7587 Epoch 1/1 Discriminator loss: 1.3489 Generator loss: 0.6604 Epoch 1/1 Discriminator loss: 1.3702 Generator loss: 0.6921 Epoch 1/1 Discriminator loss: 1.4170 Generator loss: 0.7343
Epoch 1/1 Discriminator loss: 1.4686 Generator loss: 0.7697 Epoch 1/1 Discriminator loss: 1.4276 Generator loss: 0.7531 Epoch 1/1 Discriminator loss: 1.4559 Generator loss: 0.7116 Epoch 1/1 Discriminator loss: 1.3867 Generator loss: 0.7377 Epoch 1/1 Discriminator loss: 1.4235 Generator loss: 0.7594 Epoch 1/1 Discriminator loss: 1.4018 Generator loss: 0.7780 Epoch 1/1 Discriminator loss: 1.3536 Generator loss: 0.7649 Epoch 1/1 Discriminator loss: 1.3749 Generator loss: 0.7311 Epoch 1/1 Discriminator loss: 1.3664 Generator loss: 0.7547 Epoch 1/1 Discriminator loss: 1.2855 Generator loss: 0.7545 Epoch 1/1 Discriminator loss: 1.3007 Generator loss: 0.7824 Epoch 1/1 Discriminator loss: 1.3466 Generator loss: 0.7895 Epoch 1/1 Discriminator loss: 1.3900 Generator loss: 0.7195 Epoch 1/1 Discriminator loss: 1.4339 Generator loss: 0.7629 Epoch 1/1 Discriminator loss: 1.2866 Generator loss: 0.8103 Epoch 1/1 Discriminator loss: 1.3692 Generator loss: 0.7520 Epoch 1/1 Discriminator loss: 1.3397 Generator loss: 0.7643 Epoch 1/1 Discriminator loss: 1.3191 Generator loss: 0.7018 Epoch 1/1 Discriminator loss: 1.3771 Generator loss: 0.7451 Epoch 1/1 Discriminator loss: 1.3530 Generator loss: 0.7598
Epoch 1/1 Discriminator loss: 1.2642 Generator loss: 0.7703 Epoch 1/1 Discriminator loss: 1.3299 Generator loss: 0.7810 Epoch 1/1 Discriminator loss: 1.3387 Generator loss: 0.7714 Epoch 1/1 Discriminator loss: 1.4556 Generator loss: 0.6897 Epoch 1/1 Discriminator loss: 1.4276 Generator loss: 0.7753 Epoch 1/1 Discriminator loss: 1.4083 Generator loss: 0.7147 Epoch 1/1 Discriminator loss: 1.3716 Generator loss: 0.7141 Epoch 1/1 Discriminator loss: 1.3546 Generator loss: 0.7211 Epoch 1/1 Discriminator loss: 1.4117 Generator loss: 0.7115 Epoch 1/1 Discriminator loss: 1.3943 Generator loss: 0.7678 Epoch 1/1 Discriminator loss: 1.3939 Generator loss: 0.6969 Epoch 1/1 Discriminator loss: 1.4040 Generator loss: 0.7677 Epoch 1/1 Discriminator loss: 1.3781 Generator loss: 0.7799 Epoch 1/1 Discriminator loss: 1.4186 Generator loss: 0.7819 Epoch 1/1 Discriminator loss: 1.3732 Generator loss: 0.7045 Epoch 1/1 Discriminator loss: 1.3342 Generator loss: 0.7263 Epoch 1/1 Discriminator loss: 1.4526 Generator loss: 0.8045 Epoch 1/1 Discriminator loss: 1.4306 Generator loss: 0.8973 Epoch 1/1 Discriminator loss: 1.3421 Generator loss: 0.7998 Epoch 1/1 Discriminator loss: 1.4328 Generator loss: 0.6846
Epoch 1/1 Discriminator loss: 1.3774 Generator loss: 0.7676 Epoch 1/1 Discriminator loss: 1.3715 Generator loss: 0.7530 Epoch 1/1 Discriminator loss: 1.4534 Generator loss: 0.7702 Epoch 1/1 Discriminator loss: 1.3280 Generator loss: 0.7628 Epoch 1/1 Discriminator loss: 1.4749 Generator loss: 0.7481 Epoch 1/1 Discriminator loss: 1.4485 Generator loss: 0.7463 Epoch 1/1 Discriminator loss: 1.4036 Generator loss: 0.6856 Epoch 1/1 Discriminator loss: 1.3857 Generator loss: 0.7047 Epoch 1/1 Discriminator loss: 1.3771 Generator loss: 0.7812 Epoch 1/1 Discriminator loss: 1.3848 Generator loss: 0.7382 Epoch 1/1 Discriminator loss: 1.3810 Generator loss: 0.7842 Epoch 1/1 Discriminator loss: 1.3592 Generator loss: 0.7569 Epoch 1/1 Discriminator loss: 1.3959 Generator loss: 0.8033
When submitting this project, make sure to run all the cells before saving the notebook. Save the notebook file as "dlnd_face_generation.ipynb" and save it as a HTML file under "File" -> "Download as". Include the "helper.py" and "problem_unittests.py" files in your submission.